1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2719,"string":"2,719"}}},{"rowIdx":687,"cells":{"question":{"kind":"string","value":"What is the conclusion of this report?"},"answer":{"kind":"string","value":" heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats."},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2720,"string":"2,720"}}},{"rowIdx":688,"cells":{"question":{"kind":"string","value":"Why have bats received attention in recent years?"},"answer":{"kind":"string","value":"for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus "},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2721,"string":"2,721"}}},{"rowIdx":689,"cells":{"question":{"kind":"string","value":"What difference bats demonstrate compared to most non-Chiropteran mammals?"},"answer":{"kind":"string","value":"no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals (Schountz et al., 2017) but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2722,"string":"2,722"}}},{"rowIdx":690,"cells":{"question":{"kind":"string","value":"What suite of species-specific mechanisms do bats have to limit viral load?"},"answer":{"kind":"string","value":"host receptor sequence incompatibilities for some bat-virus combinations (Ng et al., 2015; Takadate et al., 2020) and constitutive expression of the antiviral cytokine"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2723,"string":"2,723"}}},{"rowIdx":691,"cells":{"question":{"kind":"string","value":"How are mammalian cells typically rendered antiviral?"},"answer":{"kind":"string","value":" the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins (IFN-a and IFN-b), which promote expression and translation of interferon-stimulated genes (ISGs) in neighboring cells "},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2724,"string":"2,724"}}},{"rowIdx":692,"cells":{"question":{"kind":"string","value":"In non-flying mammals, what what would be elicited by IFN expression upon viral infection?"},"answer":{"kind":"string","value":"widespread inflammation and concomitant immunopathology upon viral infection"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2725,"string":"2,725"}}},{"rowIdx":693,"cells":{"question":{"kind":"string","value":"What do the bats do instead?"},"answer":{"kind":"string","value":"bats support unique adaptations to combat inflammation"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2726,"string":"2,726"}}},{"rowIdx":694,"cells":{"question":{"kind":"string","value":"Why may the bats have this unique adaptation?"},"answer":{"kind":"string","value":"to mitigate metabolic damage induced during flight"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2727,"string":"2,727"}}},{"rowIdx":695,"cells":{"question":{"kind":"string","value":"Why was the field of virus dynamics developed?"},"answer":{"kind":"string","value":"to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates "},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2728,"string":"2,728"}}},{"rowIdx":696,"cells":{"question":{"kind":"string","value":"How are bats connected to fatal viral diseases?"},"answer":{"kind":"string","value":"bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus."},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2729,"string":"2,729"}}},{"rowIdx":697,"cells":{"question":{"kind":"string","value":"What is an example of anti-viral defense in bats?"},"answer":{"kind":"string","value":"some bats have an antiviral immune response called the interferon pathway perpetually switched on"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2730,"string":"2,730"}}},{"rowIdx":698,"cells":{"question":{"kind":"string","value":"What would be caused by this hyper-vigilance in most other mammals?"},"answer":{"kind":"string","value":" harmful inflammation"},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare\"\n]"},"document_id":{"kind":"number","value":1698,"string":"1,698"},"id":{"kind":"number","value":2731,"string":"2,731"}}},{"rowIdx":699,"cells":{"question":{"kind":"string","value":"How are bats different?"},"answer":{"kind":"string","value":"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation."},"context_chunks":{"kind":"list like","value":["Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.","We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.","In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .","Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .","Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .","Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .","Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .","In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .","The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.","In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.","For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.","Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.","Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.","The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.","observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.","In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.","The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.","More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .","up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .","Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.","We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.","We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.","We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .","; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.","Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.","All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .","Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .","For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.","All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.","Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .","We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .","A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.","We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.","Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .","Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.","To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.","In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .","The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.","From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.","Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .","Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.","Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.","We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.","Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .","Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .","In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.","Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .","Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.","Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.","Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .","Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .","White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.","Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.","As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .","In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.","RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .","For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .","Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.","In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.","In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.","In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .","Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .","Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.","In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.","Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.","For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.","In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.","Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.","In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.","Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.","We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.","These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.","Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.","To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".","In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.","Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.","Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .","In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.","Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.","As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.","These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.","Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.","The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.","Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .","Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.","We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .","All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .","The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.","Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.","Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .","RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.","This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.","Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.","Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.","To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.","We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.","All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.","For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .","Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.","Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .","We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.","We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .","After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!","In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.","We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.","Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.","Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .","After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.","Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.","Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.","Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.","One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.","As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.","Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .","Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.","Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.","many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .","R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .","for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.","As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .","This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .","We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .","We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.","We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .","We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.","to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.","In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.","Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.","The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.","Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .","Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.","Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.","As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.","The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.","We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.","Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"],"string":"[\n \"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.\",\n \"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.\",\n \"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .\",\n \"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .\",\n \"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .\",\n \". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .\",\n \"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .\",\n \"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .\",\n \". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .\",\n \". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .\",\n \"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .\",\n \"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.\",\n \"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.\",\n \"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.\",\n \"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.\",\n \"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.\",\n \"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.\",\n \"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.\",\n \"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.\",\n \"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.\",\n \"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .\",\n \"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .\",\n \", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .\",\n \"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.\",\n \"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.\",\n \"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.\",\n \"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .\",\n \"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.\",\n \"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.\",\n \"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .\",\n \"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .\",\n \"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.\",\n \"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.\",\n \"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .\",\n \"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .\",\n \"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.\",\n \"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.\",\n \"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \\\" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .\",\n \"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.\",\n \"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \\\" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.\",\n \"In fitting this model to tissue culture data, we independently estimated both r and \\\"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.\",\n \", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \\\": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .\",\n \"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.\",\n \"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \\\" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.\",\n \"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \\\" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .\",\n \"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.\",\n \"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.\",\n \", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.\",\n \"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.\",\n \"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \\\" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 .\",\n \"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \\\" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .\",\n \"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \\\", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.\",\n \"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .\",\n \"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \\\" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \\\" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination.\",\n \"Under absent immune assumptions, r and \\\" were fixed at 0 while b was estimated; under induced immune assumptions, \\\" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \\\", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\\\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \\\" . Panels show variation in the extent of immunity, from absent left to high right .\",\n \"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .\",\n \"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.\",\n \"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.\",\n \"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b .\",\n \"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \\\", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.\",\n \"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .\",\n \"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \\\" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .\",\n \"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \\\", any parameter tests of \\\" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all.\",\n \"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \\\" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.\",\n \"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \\\" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.\",\n \"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .\",\n \"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .\",\n \"Using fitted parameters for b and \\\", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.\",\n \"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.\",\n \"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.\",\n \"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.\",\n \"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .\",\n \". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.\",\n \"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \\\" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.\",\n \"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.\",\n \"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.\",\n \"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.\",\n \"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.\",\n \"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.\",\n \"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \\\", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\".\",\n \"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \\\". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.\",\n \"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.\",\n \"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.\",\n \"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.\",\n \"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.\",\n \"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.\",\n \"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.\",\n \"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.\",\n \"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .\",\n \", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .\",\n \"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.\",\n \"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .\",\n \"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .\",\n \"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.\",\n \"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.\",\n \"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .\",\n \"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.\",\n \"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.\",\n \"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.\",\n \"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.\",\n \"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.\",\n \"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.\",\n \"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.\",\n \"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .\",\n \"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.\",\n \"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .\",\n \"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.\",\n \"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .\",\n \"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!\",\n \"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.\",\n \"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.\",\n \"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.\",\n \"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .\",\n \"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.\",\n \"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.\",\n \"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.\",\n \"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.\",\n \"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.\",\n \"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.\",\n \"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .\",\n \"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.\",\n \"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.\",\n \"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .\",\n \"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .\",\n \"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.\",\n \"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .\",\n \"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .\",\n \"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .\",\n \"We estimated cell line-virus-MOI-specific values for b, r, and \\\" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series.\",\n \"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \\\" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .\",\n \"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.\",\n \"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \\\" \\\" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.\",\n \"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \\\" = r = 0 version of the theoretical model and, subsequently, an induced immunity \\\" = 0; r >0 and constitutive immunity \\\" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.\",\n \"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \\\" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.\",\n \"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.\",\n \"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .\",\n \"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.\",\n \", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.\",\n \"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \\\" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.\",\n \"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \\\" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.\",\n \"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .\",\n \", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.\",\n \"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.\",\n \"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. 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Which are some phage based contraceptive vaccines for animals? | Phage displaying or chemically Rubinchik and Chow (2000) conjugated to sperm antigen peptides or peptide mimics (Samoylova et al., 2012a,b) and gonadotropin-releasing hormone (Samoylov et al., 2012) are also in development. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,745 |
What is one reason for the lack of success of immunization phage displayed peptides with native protein? | it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein (allowing it to crossreact with a targeted antibody), being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,747 |
Despite shortcomings, what has the filamentous phage has been useful for? | as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins (Henry et al., 2011) . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,748 |
What is the result of all species tests of phage particles? | is immunogenic without adjuvant in all species tested to date, including mice (Willis et al., 1993) , rats (Dente et al., 1994) , rabbits (de la Cruz et al., 1988) , guinea pigs (Frenkel et al., 2000; Kim et al., 2004) , fish (Coull et al., 1996; Xia et al., 2005) , non-human primates (Chen et al., 2001) , and humans (Roehnisch et al., 2014) | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,749 |
What are the results of filamentous phage immunizations in mice? | serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization (Frenkel et al., 2000) . | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,750 |
What is the primary antibody response against the phage? | composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes (Hashiguchi et al., 2010) . | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,751 |
Why is phage self-adjuvanting? | Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins (Grabowska et al., 2000) . The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,752 |
On what does the antibody response to phage depend on? | MyD88 signaling and is modulated by stimulation of several Toll-like receptors (Hashiguchi et al., 2010) , indicating that innate immunity plays an important | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,753 |
What do biodistribution studies of the phage after intravenous injection show? | it is cleared from the blood within hours through the reticuloendothelial system (Molenaar et al., 2002) , particularly of the liver and spleen, where it is retained for days (Zou et al., 2004) , potentially activating marginal-zone B-cell responses. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,754 |
What are the merits of the filamentous phage carriers? | the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,755 |
What is a future potential of filamentous phage? | as elements of combination therapeutics against certain drug-resistant infections. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,756 |
What were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol? | M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,757 |
What killed prostate cancer cells in vitro? | M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,758 |
What was the effect of phage displaying peptides on tumor? | Using the B16-OVA tumor model, Eriksson et al. (2007) showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site (Eriksson et al., 2009) | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,759 |
Why is the phage displaying an scFv against β-amyloid fibrils is a good diagnostic for Alzheimers and Parkinson's disease? | ability of the phage to penetrate into brain tissue (Ksendzovsky et al., 2012) | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,760 |
What is the structure of a filamentous phage particle? | is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups (Henry et al., 2011) | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,761 |
What makes filamentous phage ideal scaffold for bioconjugation? | The regularity of the phage pVIII lattice and its diversity of chemically addressable groups | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,762 |
What trials have been done to demonstrate the potential of phage in applications for nanomaterials? | Lee et al. (2002) engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,763 |
What trials have been done to demonstrate the potential of phage in applications for nanomaterials? | Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012) , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,764 |
What is the filamentous phage varion is made of? | made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups (shown in red), three carboxyl groups (show in blue) and two hydroxyl groups (show in green). The 12 N-terminal residues generally exposed to the immune system for antibody binding | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,765 |
What demonstrate the potential of phage in applications for nanomaterials? | construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires (Mao et al., 2003 (Mao et al., , 2004 , nanoparticles , and nanocomposites (Oh et al., 2012; Chen et al., 2014) | [
"For the past 25 years, phage display technology has been an invaluable tool for studies of protein–protein interactions. However, the inherent biological, biochemical, and biophysical properties of filamentous bacteriophage, as well as the ease of its genetic manipulation, also make it an attractive platform outside the traditional phage display canon. This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research.",
"This review will focus on the unique properties of the filamentous bacteriophage and highlight its diverse applications in current research. Particular emphases are placed on: i the advantages of the phage as a vaccine carrier, including its high immunogenicity, relative antigenic simplicity and ability to activate a range of immune responses, ii the phage’s potential as a prophylactic and therapeutic agent for infectious and chronic diseases, iii the regularity of the virion major coat protein lattice, which enables a variety of bioconjugation and surface chemistry applications, particularly in nanomaterials, and iv the phage’s large population sizes and fast generation times, which make it an excellent model system for directed protein evolution. Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations.",
"Despite their ubiquity in the biosphere, metagenomics work is just beginning to explore the ecology of filamentous and non-filamentous phage, and their role in the evolution of bacterial populations. Thus, the filamentous phage represents a robust, inexpensive, and versatile microorganism whose bioengineering applications continue to expand in new directions, although its limitations in some spheres impose obstacles to its widespread adoption and use. Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome.",
"Text: The filamentous bacteriophage genera Inovirus and Plectrovirus are non-enveloped, rod-shaped viruses of Escherichia coli whose long helical capsids encapsulate a single-stranded circular DNA genome. Subsequent to the independent discovery of bacteriophage by Twort . and d 'Hérelle . , the first filamentous phage, f1, was isolated in Loeb .",
", the first filamentous phage, f1, was isolated in Loeb . and later characterized as a member of a larger group of phage Ff, including f1, M13, and fd phage specific for the E. coli conjugative F pilus Hofschneider and Mueller-Jensen, 1963; Marvin and Hoffmann-Berling, 1963; Zinder et al., 1963; Salivar et al., 1964 . Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members .",
"Soon thereafter, filamentous phage were discovered that do not use F-pili for entry If and Ike; Meynell and Lawn, 1968; Khatoon et al., 1972 , and over time the list of known filamentous phage has expanded to over 60 members . , including temperate and Gram-positivetropic species. Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 .",
"Work by multiple groups over the past 50 years has contributed to a relatively sophisticated understanding of filamentous phage structure, biology and life cycle reviewed in Marvin, 1998; Rakonjac et al., 2011; Rakonjac, 2012 . In the mid-1980s, the principle of modifying the filamentous phage genome to display polypeptides as fusions to coat proteins on the virion surface was invented by Smith and colleagues Smith, 1985; Parmley and Smith, 1988 . Based on the ideas described in Parmley and Smith .",
"Based on the ideas described in Parmley and Smith . , groups in California, Germany, and the UK developed phage-display platforms to create and screen libraries of peptide and folded-protein variants Bass et al., 1990; Devlin et al., 1990; McCafferty et al., 1990; Scott and Smith, 1990; Breitling et al., 1991; Kang et al., 1991 . This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions.",
"This technology allowed, for the first time, the ability to seamlessly connect genetic information with protein function for a large number of protein variants simultaneously, and has been widely and productively exploited in studies of proteinprotein interactions. Many excellent reviews are available on phage-display libraries and their applications Kehoe and Kay, 2005; Bratkovic, 2010; Pande et al., 2010 . However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention.",
"However, the phage also has a number of unique structural and biological properties that make it highly useful in areas of research that have received far less attention. Thus, the purpose of this review is to highlight recent and current work using filamentous phage in novel and nontraditional applications. Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands.",
"Specifically, we refer to projects that rely on the filamentous phage as a key element, but whose primary purpose is not the generation or screening of phagedisplayed libraries to obtain binding polypeptide ligands. These tend to fall into four major categories of use: i filamentous phage as a vaccine carrier; ii engineered filamentous phage as a therapeutic biologic agent in infectious and chronic diseases; iii filamentous phage as a scaffold for bioconjugation and surface chemistry; and iv filamentous phage as an engine for evolving variants of displayed proteins with novel functions. A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions.",
"A final section is dedicated to recent developments in filamentous phage ecology and phage-host interactions. Common themes shared amongst all these applications include the unique biological, immunological, and physicochemical properties of the phage, its ability to display a variety of biomolecules in modular fashion, and its relative simplicity and ease of manipulation. Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 .",
"Nearly all applications of the filamentous phage depend on its ability to display polypeptides on the virion's surface as fusions to phage coat proteins Table 1 . The display mode determines the maximum tolerated size of the fused polypeptide, its copy number on the phage, and potentially, the structure of the displayed polypeptide. Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc.",
"Display may be achieved by fusing DNA encoding a polypeptide of interest directly to the gene encoding a coat protein within the phage genome type 8 display on pVIII, type 3 display on pIII, etc. , resulting in fully recombinant phage. Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al.",
"Much more commonly, however, only one copy of the coat protein is modified in the presence of a second, wild-type copy e.g., type 88 display if both recombinant and wild-type pVIII genes are on the phage genome, type 8+8 display if the Parmley and Smith ., McConnell et al. . , Rondot et al. .",
". , Rondot et al. . Hybrid type 33 and 3+3 systems Type 3+3 system <1 2 Smith and Scott . , Smith and Petrenko . pVI Hybrid type 6+6 system Yes <1 2 >25 kDa Hufton et al. . pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. .",
"pVII Fully recombinant type 7 system No ∼5 >25 kDa Kwasnikowski et al. . Hybrid type 7+7 system Yes <1 2 Gao et al. . pVIII Fully recombinant landscape phage; type 8 system No 2700 3 ∼5-8 residues Kishchenko et al. . , Petrenko et al. .",
". , Petrenko et al. . Hybrid type 88 and 8+8 systems Type 8+8 system ∼1-300 2 >50 kDa Scott and Smith . , Greenwood et al. . , Smith and Fernandez . pIX Fully recombinant type 9+9 * system Yes ∼5 >25 kDa Gao et al. .",
". Hybrid type 9+9 system No <1 2 Gao et al. . , Shi et al. . , Tornetta et al. . 1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide.",
"1 Asterisks indicate non-functional copies of the coat protein are present in the genome of the helper phage used to rescue a phagemid whose coat protein has been fused to a recombinant polypeptide. 2 The copy number depends on polypeptide size; typically <1 copy per phage particle but for pVIII peptide display can be up to ∼15% of pVIII molecules in hybrid virions. 3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome.",
"3 The total number of pVIII molecules depends on the phage genome size; one pVIII molecule is added for every 2.3 nucleotides in the viral genome. recombinant gene 8 is on a plasmid with a phage origin of replication resulting in a hybrid virion bearing two different types of a given coat protein. Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display .",
"Multivalent display on some coat proteins can also be enforced using helper phage bearing nonfunctional copies of the relevant coat protein gene e.g., type 3 * +3 display . By far the most commonly used coat proteins for display are the major coat protein, pVIII, and the minor coat protein, pIII, with the major advantage of the former being higher copy number display up to ∼15% of recombinant pVIII molecules in a hybrid virion, at least for short peptide fusions , and of the latter being the ability to display some folded proteins at an appreciable copy number 1-5 per phage particle . While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion .",
"While pVIII display of folded proteins on hybrid phage is possible, it typically results in a copy number of much less than 1 per virion . . For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides .",
"For the purposes of this review, we use the term \"phage display\" to refer to a recombinant filamentous phage displaying a single polypeptide sequence on its surface or more rarely, bispecific display achieved via fusion of polypeptides to two different capsid proteins , and the term \"phage-displayed library\" to refer to a diverse pool of recombinant filamentous phage displaying an array of polypeptide variants e.g., antibody fragments; peptides . Such libraries are typically screened by iterative cycles of panning against an immobilized protein of interest e.g., antigen for phage-displayed antibody libraries; antibody for phage-displayed peptide libraries followed by amplification of the bound phage in E. coli cells. Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 .",
"Early work with anti-phage antisera generated for species classification purposes demonstrated that the filamentous phage virion is highly immunogenic in the absence of adjuvants Meynell and Lawn, 1968 and that only the major coat protein, pVIII, and the minor coat protein, pIII, are targeted by antibodies Pratt et al., 1969; Woolford et al., 1977 . Thus, the idea of using the phage as carrier to elicit antibodies against poorly immunogenic haptens or polypeptide was a natural extension of the ability to display recombinant exogenous sequences on its surface, which was first demonstrated by de la Cruz et al. .",
". . The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology.",
"The phage particle's low cost of production, high stability and potential for high valency display of foreign antigen via pVIII display also made it attractive as a vaccine carrier, especially during the early stages of development of recombinant protein technology. Building upon existing peptide-carrier technology, the first filamentous phage-based vaccine immunogens displayed short amino acid sequences derived directly from proteins of interest as recombinant fusions to pVIII or pIII . .",
". As library technology was developed and refined, phage-based antigens displaying peptide ligands of monoclonal antibodies selected from random peptide libraries using the antibody, thus simulating with varying degrees of success the antibody's folded epitope on its cognate antigen; Geysen et al., 1986; Knittelfelder et al., 2009 were also generated for immunization purposes, with the goal of eliciting anti-peptide antibodies that also recognize the native protein. Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 .",
"Some of the pioneering work in this area used peptides derived from infectious disease antigens or peptide ligands of antibodies against these antigens; Table 2 , including malaria and human immunodeficiency virus type 1 HIV-1 . When displayed on phage, peptides encoding the repeat regions of the malarial circumsporozoite protein and merozoite surface protein 1 were immunogenic in mice and rabbits de la Cruz et al., 1988; Greenwood et al., 1991; Willis et al., 1993; Demangel et al., 1996 , and antibodies raised against the latter cross-reacted with the full-length protein. Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 .",
"Various peptide determinants or mimics thereof of HIV-1 gp120, gp41, gag, and reverse transcriptase were immunogenic when displayed on or conjugated to phage coat proteins Minenkova et al., 1993; di Marzo Veronese et al., 1994; De Berardinis et al., 1999; Scala et al., 1999; Chen et al., 2001; van Houten et al., 2006 van Houten et al., , 2010 , and in some cases elicited antibodies that were able to weakly neutralize lab-adapted viruses di Marzo Veronese et al., 1994; Scala et al., 1999 . The list of animal and human infections for which phage-displayed peptide immunogens have been developed as vaccine leads continues to expand and includes bacterial, fungal, viral, and parasitic pathogens Table 2 . While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time.",
"While in some cases the results of these studies have been promising, antibody epitope-based peptide vaccines are no longer an area of active research for several reasons: i in many cases, peptides incompletely or inadequately mimic epitopes on folded proteins Irving et al., 2010 ; see below ; ii antibodies against a single epitope may be of limited utility, especially for highly variable pathogens Van Regenmortel, 2012 ; and iii for pathogens for which protective immune responses are generated efficiently during natural infection, peptide vaccines offer few advantages over recombinant subunit and live vector vaccines, which have become easier to produce over time. More recently, peptide-displaying phage have been used in attempts to generate therapeutic antibody responses for chronic diseases, cancer, immunotherapy, and immunocontraception. Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease .",
"Immunization with phage displaying Alzheimer's disease β-amyloid fibril peptides elicited anti-aggregating antibodies in mice and guinea pigs Frenkel et al., 2000 Frenkel et al., , 2003 Esposito et al., 2008; Tanaka et al., 2011 , possibly reduced amyloid plaque formation in mice Frenkel et al., 2003; Solomon, 2005; Esposito et al., 2008 , and may have helped maintain cognitive abilities in a transgenic mouse model of Alzheimer's disease . ; however, it remains unclear how such antibodies are proposed to cross the blood-brain barrier. Yip et al.",
"Yip et al. . found that antibodies raised in mice against an ERBB2/HER2 peptide could inhibit breast-cancer cell proliferation. Phage displaying peptide ligands of an anti-IgE antibody elicited antibodies that bound purified IgE molecules . , which may be useful in allergy immunotherapy. Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations.",
"Several strategies for phage-based contraceptive vaccines have been proposed for control of animal populations. For example, immunization with phage displaying follicle-stimulating hormone peptides on pVIII elicited antibodies that impaired the fertility of mice and ewes . . Phage displaying or chemically Rubinchik and Chow .",
". Phage displaying or chemically Rubinchik and Chow . conjugated to sperm antigen peptides or peptide mimics Samoylova et al., 2012a,b and gonadotropin-releasing hormone . are also in development.",
"are also in development. For the most part, peptides displayed on phage elicit antibodies in experimental animals Table 2 , although this depends on characteristics of the peptide and the method of its display: pIII fusions tend toward lower immunogenicity than pVIII fusions . possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 .",
"possibly due to copy number differences pIII: 1-5 copies vs. pVIII: estimated at several hundred copies; Malik et al., 1996 . In fact, the phage is at least as immunogenic as traditional carrier proteins such as bovine serum albumin BSA and keyhole limpet hemocyanin KLH; Melzer et al., 2003; Su et al., 2007 , and has comparatively few endogenous B-cell epitopes to divert the antibody response from its intended target . .",
". Excepting small epitopes that can be accurately represented by a contiguous short amino acid sequence, however, it has been extremely difficult to elicit antibody responses that cross-react with native protein epitopes using peptides. The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling.",
"The overall picture is considerably bleaker than that painted by Table 2 , since in several studies either: i peptide ligands selected from phage-displayed libraries were classified by the authors as mimics of discontinuous epitopes if they bore no obvious sequence homology to the native protein, which is weak evidence of non-linearity, or ii the evidence for cross-reactivity of antibodies elicited by immunization with phage-displayed peptides with native protein was uncompelling. Irving et al. .",
"Irving et al. . describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules.",
"describe at least one reason for this lack of success: it seems that peptide antigens elicit a set of topologically restricted antibodies that are largely unable to recognize discontinuous or complex epitopes on larger biomolecules. While the peptide may mimic the chemistry of a given epitope on a folded protein allowing it to crossreact with a targeted antibody , being a smaller molecule, it cannot mimic the topology of that antibody's full epitope. Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins .",
"Despite this, the filamentous phage remains highly useful as a carrier for peptides with relatively simple secondary structures, which may be stablilized via anchoring to the coat proteins . . This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below .",
"This may be especially true of peptides with poor inherent immunogenicity, which may be increased by high-valency display and phage-associated adjuvanticity see Immunological Mechanisms of Vaccination with Filamentous Phage below . The filamentous phage has been used to a lesser extent as a carrier for T-cell peptide epitopes, primarily as fusion proteins with pVIII Table 3 . Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 .",
"Early work, showing that immunization with phage elicited T-cell help Kölsch et al., 1971; Willis et al., 1993 , was confirmed by several subsequent studies De Berardinis et al., 1999; Ulivieri et al., 2008 . From the perspective of vaccination against infectious disease, De Berardinis et al. .",
"From the perspective of vaccination against infectious disease, De Berardinis et al. . showed that a cytotoxic T-cell CTL epitope from HIV-1 reverse transcriptase could elicit antigen-specific CTLs in vitro and in vivo without addition of exogenous helper T-cell epitopes, presumably since these are already present in the phage coat proteins . .",
". Similarly, efficient priming of CTLs was observed against phage-displayed T-cell epitopes from Hepatitis B virus . and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis.",
"and Candida albicans Yang et al., 2005a; Wang et al., 2006 Wang et al., , 2014d , which, together with other types of immune responses, protected mice against systemic candidiasis. Vaccination with a combination of phagedisplayed peptides elicited antigen-specific CTLs that proved effective in reducing porcine cysticercosis in a randomized controlled trial Manoutcharian et al., 2004; Morales et al., 2008 . While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation.",
"While the correlates of vaccine-induced immune protection for infectious diseases, where they are known, are almost exclusively serum or mucosal antibodies Plotkin, 2010 , In certain vaccine applications, the filamentous phage has been used as a carrier for larger molecules that would be immunogenic even in isolation. Initially, the major advantages to phage display of such antigens were speed, ease of purification and low cost of production . .",
". E. coli F17a-G adhesin . , hepatitis B core antigen . , and hepatitis B surface antigen . all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone.",
"all elicited antibody responses when displayed on pIII, although none of these studies compared the immunogenicity of the phage-displayed proteins with that of the purified protein alone. Phage displaying Schistosoma mansoni glutathione S-transferase on pIII elicited an antibody response that was both higher in titer and of different isotypes compared to immunization with the protein alone . .",
". Two studies of antiidiotypic vaccines have used the phage as a carrier for antibody fragments bearing immunogenic idiotypes. Immunization with phage displaying the 1E10 idiotype scFv mimicking a Vibrio anguillarum surface epitope elicited antibodies that protected flounder fish from Vibrio anguillarum challenge . .",
". A chemically linked phage-BCL1 tumor-specific idiotype vaccine was weakly immunogenic in mice but extended survival time in a B-cell lymphoma model . , and was welltolerated and immunogenic in patients with multiple myeloma . .",
", and was welltolerated and immunogenic in patients with multiple myeloma . . One study of DNA vaccination with an anti-laminarin scFv found that DNA encoding a pIII-scFv fusion protein elicited stronger humoral and cell-mediated immune responses than DNA encoding the scFv alone . , suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins.",
", suggesting that under some circumstances, endogenous phage T-cell epitopes can enhance the immunogenicity of associated proteins. Taken together, the results of these studies show that as a particulate virus-like particle, the filamentous phage likely triggers different types of immune responses than recombinant protein antigens, and provide additional T-cell help to displayed or conjugated proteins. However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice.",
"However, the low copy number of pIII-displayed proteins, as well as potentially unwanted phage-associated adjuvanticity, can make display of recombinant proteins by phage a suboptimal vaccine choice. Although our understanding of the immune response against the filamentous phage pales in comparison to classical model antigens such as ovalbumin, recent work has begun to shed light on the immune mechanisms activated in response to phage vaccination Figure 1 . The phage particle is immunogenic without adjuvant in all species tested to date, including mice .",
"The phage particle is immunogenic without adjuvant in all species tested to date, including mice . , rats . , rabbits . , guinea pigs Frenkel et al., 2000; Kim et al., 2004 , fish Coull et al., 1996; Xia et al., 2005 , non-human primates . , and humans . .",
", and humans . . Various routes of immunization have been employed, including oral administration . as well as subcutaneous . , intraperitoneal . , intramuscular Samoylova et al., 2012a , intravenous Vaks and Benhar, 2011 , and intradermal injection . ; no published study has directly compared the effect of administration route on filamentous phage immunogenicity.",
"; no published study has directly compared the effect of administration route on filamentous phage immunogenicity. Antibodies are generated against only three major sites on the virion: i the surface-exposed N-terminal ∼12 residues of the pVIII monomer lattice Terry et al., 1997; Kneissel et al., 1999 ; ii the N-terminal N1 and N2 domains of pIII . ; and iii bacterial lipopolysaccharide LPS embedded in the phage coat .",
"; and iii bacterial lipopolysaccharide LPS embedded in the phage coat . . In mice, serum antibody titers against the phage typically reach 1:10 5 -1:10 6 after 2-3 immunizations, and are maintained for at least 1 year postimmunization . .",
". Primary antibody responses against the phage appear to be composed of a mixture of IgM and IgG2b isotypes in C57BL/6 mice, while secondary antibody responses are composed primarily of IgG1 and IgG2b isotypes, with a lesser contribution of IgG2c and IgG3 isotypes . .",
". Deletion of the surface-exposed N1 and N2 domains of pIII produces a truncated form of this protein that does not elicit antibodies, but also results in a non-infective phage particle with lower overall immunogenicity . . FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage.",
"FIGURE 1 | Types of immune responses elicited in response to immunization with filamentous bacteriophage. As a virus-like particle, the filamentous phage engages multiple arms of the immune system, beginning with cellular effectors of innate immunity macrophages, neutrophils, and possibly natural killer cells , which are recruited to tumor sites by phage displaying tumor-targeting moieties. The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice.",
"The phage likely activates T-cell independent antibody responses, either via phage-associated TLR ligands or cross-linking by the pVIII lattice. After processing by antigen-presenting cells, phage-derived peptides are presented on MHC class II and cross-presented on MHC class I, resulting in activation of short-lived CTLs and an array of helper T-cell types, which help prime memory CTL and high-affinity B-cell responses. Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 .",
"Frontiers in Microbiology | Although serum anti-phage antibody titers appear to be at least partially T-cell dependent Kölsch et al., 1971; Willis et al., 1993; De Berardinis et al., 1999; van Houten et al., 2010 , many circulating pVIII-specific B cells in the blood are devoid of somatic mutation even after repeated biweekly immunizations, suggesting that under these conditions, the phage activates T-cell-independent B-cell responses in addition to highaffinity T-cell-dependent responses Murira, 2014 . Filamentous phage particles can be processed by antigen-presenting cells and presented on MHC class II molecules Gaubin et al., 2003; Ulivieri et al., 2008 and can activate T H 1, T H 2, and T H 17 helper T cells Yang et al., 2005a; Wang et al., 2014d . Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII .",
"Anti-phage T H 2 responses were enhanced through display of CTLA-4 peptides fused to pIII . . Phage proteins can also be cross-presented on MHC class I molecules . and can prime two waves of CTL responses, consisting first of short-lived CTLs and later of long-lived memory CTLs that require CD4 + T-cell help . .",
". The latter CTLs mediate a delayed-type hypersensitivity reaction Fang et al., 2005; Del Pozzo et al., 2010 . The phage particle is self-adjuvanting through multiple mechanisms. Host cell wall-derived LPS enhances the virion's immunogenicity, and its removal by polymyxin B chromatography reduces antibody titers against phage coat proteins . .",
". The phage's singlestranded DNA genome contains CpG motifs and may also have an adjuvant effect. The antibody response against the phage is entirely dependent on MyD88 signaling and is modulated by stimulation of several Toll-like receptors . , indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses.",
", indicating that innate immunity plays an important but largely uncharacterized role in the activation of anti-phage adaptive immune responses. Biodistribution studies of the phage after intravenous injection show that it is cleared from the blood within hours through the reticuloendothelial system . , particularly of the liver and spleen, where it is retained for days .",
", particularly of the liver and spleen, where it is retained for days . , potentially activating marginal-zone B-cell responses. Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen.",
"Thus, the filamentous phage is not only a highly immunogenic carrier, but by virtue of activating a range of innate and adaptive immune responses, serves as an excellent model virus-like particle antigen. Long before the identification of filamentous phage, other types of bacteriophage were already being used for antibacterial therapy in the former Soviet Union and Eastern Europe . .",
". The filamentous phage, with its nonlytic life cycle, has less obvious clinical uses, despite the fact that the host specificity of Inovirus and Plectrovirus includes many pathogens of medical importance, including Salmonella, E. coli, Shigella, Pseudomonas, Clostridium, and Mycoplasma species. In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells.",
"In an effort to enhance their bactericidal activity, genetically modified filamentous phage have been used as a \"Trojan horse\" to introduce various antibacterial agents into cells. M13 and Pf3 phage engineered to express either BglII restriction endonuclease Hagens and Blasi, 2003; Hagens et al., 2004 , lambda phage S holin Hagens and Blasi, 2003 or a lethal catabolite gene activator protein . effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 .",
"effectively killed E. coli and Pseudomonas aeruginosa cells, respectively, with no concomitant release of LPS Hagens and Blasi, 2003; Hagens et al., 2004 . Unfortunately, the rapid emergence of resistant bacteria with modified F pili represents a major and possibly insurmountable obstacle to this approach. However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection.",
"However, there are some indications that filamentous phage can exert useful but more subtle effects upon their bacterial hosts that may not result in the development of resistance to infection. Several studies have reported increased antibiotic sensitivity in bacterial populations simultaneously infected with either wild type filamentous phage . or phage engineered to repress the cellular SOS response Lu and Collins, 2009 .",
"or phage engineered to repress the cellular SOS response Lu and Collins, 2009 . Filamentous phage f1 infection inhibited early stage, but not mature, biofilm formation in E. coli . . Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections.",
"Thus, unmodified filamentous phage may be of future interest as elements of combination therapeutics against certain drug-resistant infections. More advanced therapeutic applications of the filamentous phage emerge when it is modified to express a targeting moiety specific for pathogenic cells and/or proteins for the treatment of infectious diseases, cancer and autoimmunity Figure 2 . The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 .",
"The first work in this area showed as proof-of-concept that phage encoding a GFP expression cassette and displaying a HER2specific scFv on all copies of pIII were internalized into breast tumor cells, resulting in GFP expression Poul and Marks, 1999 . M13 or fd phage displaying either a targeting peptide or antibody fragment and tethered to chloramphenicol by a labile crosslinker were more potent inhibitors of Staphylococcus aureus growth than high-concentration free chloramphenicol Yacoby et al., 2006; Vaks and Benhar, 2011 . M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a .",
"M13 phage loaded with doxorubicin and displaying a targeting peptide on pIII specifically killed prostate cancer cells in vitro Ghosh et al., 2012a . Tumorspecific peptide:pVIII fusion proteins selected from \"landscape\" phage Romanov et al., 2001; Abbineni et al., 2010; Fagbohun et al., 2012 Fagbohun et al., , 2013 Lang et al., 2014; Wang et al., 2014a were able to target and deliver siRNA-, paclitaxel-, and doxorubicincontaining liposomes to tumor cells Jayanna et al., 2010a; Wang et al., 2010a Wang et al., ,b,c, 2014b Bedi et al., 2011 Bedi et al., , 2013 Bedi et al., , 2014 ; they were non-toxic and increased tumor remission rates in mouse models Jayanna et al., 2010b; Wang et al., 2014b,c . Using the B16-OVA tumor model, Eriksson et al.",
"Using the B16-OVA tumor model, Eriksson et al. . showed that phage displaying peptides and/or Fabs specific for tumor antigens delayed tumor growth and improved survival, owing in large part to activation of tumor-associated macrophages and recruitment of neutrophils to the tumor site . .",
". Phage displaying an scFv against β-amyloid fibrils showed promise as a diagnostic Frenkel and Solomon, 2002 and therapeutic Solomon, 2008 reagent for Alzheimer's disease and Parkinson's disease due to the unanticipated ability of the phage to penetrate into brain tissue . .",
". Similarly, phage displaying an immunodominant peptide epitope derived from myelin oligodendrocyte glycoprotein depleted pathogenic demyelinating antibodies in brain tissue in the murine experimental autoimmune encephalomyelitis model of multiple sclerosis . .",
". The advantages of the filamentous phage in this context over traditional antibody-drug or protein-peptide conjugates are i its ability to carry very high amounts of drug or peptide, and ii its ability to access anatomical compartments that cannot generally be reached by systemic administration of a protein. Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways.",
"Unlike most therapeutic biologics, the filamentous phage's production in bacteria complicates its use in humans in several ways. First and foremost, crude preparations of filamentous phage typically contain very high levels of contaminating LPS, in the range of ∼10 2 -10 4 endotoxin units EU /mL Boratynski et al., 2004; Branston et al., 2015 , which have the potential to cause severe adverse reactions. LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography .",
"LPS is not completely removed by polyethylene glycol precipitation or cesium chloride density gradient centrifugation Smith and Gingrich, 2005; Branston et al., 2015 , but its levels can be reduced dramatically using additional purification steps such as size exclusion chromatography Boratynski et al., 2004; Zakharova et al., 2005 , polymyxin B chromatography . , and treatment with detergents such as Triton X-100 or Triton X-114 Roehnisch et al., 2014; Branston et al., 2015 . These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable.",
"These strategies routinely achieve endotoxin levels of <1 EU/mL as measured by the limulus amebocyte lysate LAL assay, well below the FDA limit for parenteral administration of 5 EU/kg body weight/dose, although concerns remain regarding the presence of residual virion-associated LPS which may be undetectable. A second and perhaps unavoidable consequence of the filamentous phage's bacterial production is inherent heterogeneity of particle size and the spectrum of host cellderived virion-associated and soluble contaminants, which may be cause for safety concerns and restrict its use to high-risk groups. Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline .",
"Many types of bacteriophage and engineered phage variants, including filamentous phage, have been proposed for prophylactic use ex vivo in food safety, either in the production pipeline . or for detection of foodborne pathogens post-production reviewed in Schmelcher and Loessner, 2014 . Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye .",
"Filamentous phage displaying a tetracysteine tag on pIII were used to detect E. coli cells through staining with biarsenical dye . M13 phage functionalized with metallic silver were highly bactericidal against E. coli and Staphylococcus epidermidis . Biosensors based on surface plasmon resonance . , piezoelectric transducers .",
"Biosensors based on surface plasmon resonance . , piezoelectric transducers . , linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL.",
", linear dichroism Pacheco-Gomez et al., 2012 , and magnetoelastic sensor technology Lakshmanan et al., 2007; Huang et al., 2009 were devised using filamentous phage displaying scFv or conjugated to whole IgG against E. coli, Listeria monocytogenes, Salmonella typhimurium, and Bacillus anthracis with limits of detection on the order of 10 2 -10 6 bacterial cells/mL. Proof of concept has been demonstrated for use of such phage-based biosensors to detect bacterial contamination of live produce Li et al., 2010b and eggs . .",
". The filamentous phage particle is enclosed by a rod-like protein capsid, ∼1000 nm long and 5 nm wide, made up almost entirely of overlapping pVIII monomers, each of which lies ∼27 angstroms from its nearest neighbor and exposes two amine groups as well as at least three carboxyl groups . .",
". The regularity of the phage pVIII lattice and its diversity of chemically addressable groups make it an ideal scaffold for bioconjugation Figure 3 . The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules.",
"The most commonly used approach is functionalization of amine groups with NHS esters van Houten et al., 2006 van Houten et al., , 2010 Yacoby et al., 2006 , although this can result in unwanted acylation of pIII and any displayed biomolecules. Carboxyl groups and tyrosine residues can also be functionalized using carbodiimide coupling and diazonium coupling, respectively Li et al., 2010a . Carrico et al.",
"Carrico et al. . developed methods to specifically label pVIII N-termini without modification of exposed lysine residues through a two-step transamination-oxime formation reaction. Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides .",
"Specific modification of phage coat proteins is even more easily accomplished using genetically modified phage displaying peptides . or enzymes Chen et al., 2007; Hess et al., 2012 , but this can be cumbersome and is less general in application. For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics.",
"For more than a decade, interest in the filamentous phage as a building block for nanomaterials has been growing because of its unique physicochemical properties, with emerging applications in magnetics, optics, and electronics. It has long been known that above a certain concentration threshold, phage can form ordered crystalline suspensions . . Lee et al. .",
". Lee et al. . engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields.",
"engineered M13 phage to display a ZnS-binding peptide on pIII and showed that, in the presence of ZnS nanoparticles, they selfassemble into highly ordered film biomaterials that can be aligned using magnetic fields. Taking advantage of the ability to display substrate-specific peptides at known locations on the phage filament Hess et al., 2012 , this pioneering FIGURE 3 | Chemically addressable groups of the filamentous bacteriophage major coat protein lattice. The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice.",
"The filamentous phage virion is made up of ∼2,500-4,000 overlapping copies of the 50-residue major coat protein, pVIII, arranged in a shingle-type lattice. Each monomer has an array of chemically addressable groups available for bioorthogonal conjugation, including two primary amine groups shown in red , three carboxyl groups show in blue and two hydroxyl groups show in green . The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline.",
"The 12 N-terminal residues generally exposed to the immune system for antibody binding are in bold underline. Figure adapted from structural data of Marvin, 1990 , freely available in PDB and SCOPe databases. work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 .",
"work became the basis for construction of two-and threedimensional nanomaterials with more advanced architectures, including semiconducting nanowires Mao et al., 2003 Mao et al., , 2004 , nanoparticles , and nanocomposites Oh et al., 2012; Chen et al., 2014 . Using hybrid M13 phage displaying Co 3 O 4 -and gold-binding peptides on pVIII as a scaffold to assemble nanowires on polyelectrolyte multilayers, Nam et al. .",
". produced a thin, flexible lithium ion battery, which could be stamped onto platinum microband current collectors . . The electrochemical properties of such batteries were further improved through pIII-display of single-walled carbon nanotube-binding peptides . , offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials.",
", offering an approach for sustainable production of nanostructured electrodes from poorly conductive starting materials. Phagebased nanomaterials have found applications in cancer imaging Ghosh et al., 2012b; Yi et al., 2012 , photocatalytic water splitting Nam et al., 2010a; Neltner et al., 2010 , light harvesting Nam et al., 2010b; Chen et al., 2013 , photoresponsive technologies . , neural electrodes .",
", neural electrodes . , and piezoelectric energy generation . . Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications.",
"Thus, the unique physicochemical properties of the phage, in combination with modular display of peptides and proteins with known binding specificity, have spawned wholly novel materials with diverse applications. It is worth noting that the unusual biophysical properties of the filamentous phage can also be exploited in the study of structures of other macromolecules. Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy.",
"Magnetic alignment of high-concentration filamentous phage in solution can partially order DNA, RNA, proteins, and other biomolecules for measurement of dipolar coupling interactions Hansen et al., 1998 Hansen et al., , 2000 Dahlke Ojennus et al., 1999 in NMR spectroscopy. Because of their large population sizes, short generation times, small genome sizes and ease of manipulation, various filamentous and non-filamentous bacteriophages have been used as models of experimental evolution reviewed in Husimi, 1989; Wichman and Brown, 2010; Kawecki et al., 2012; Hall et al., 2013 . The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface.",
"The filamentous phage has additional practical uses in protein engineering and directed protein evolution, due to its unique tolerance of genetic modifications that allow biomolecules to be displayed on the virion surface. First and foremost among these applications is in vitro affinity maturation of antibody fragments displayed on pIII. Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 .",
"Libraries of variant Fabs and single chain antibodies can be generated via random or sitedirected mutagenesis and selected on the basis of improved or altered binding, roughly mimicking the somatic evolution strategy of the immune system Marks et al., 1992; Bradbury et al., 2011 . However, other in vitro display systems, such as yeast display, have important advantages over the filamentous phage for affinity maturation although each display technology has complementary strengths; Koide and Koide, 2012 , and regardless of the display method, selection of \"improved\" variants can be slow and cumbersome. Iterative methods have been developed to combine computationally designed mutations .",
"Iterative methods have been developed to combine computationally designed mutations . and circumvent the screening of combinatorial libraries, but these have had limited success to date. Recently, Esvelt et al. .",
"Recently, Esvelt et al. . developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention.",
"developed a novel strategy for directed evolution of filamentous phage-displayed proteins, called phage-assisted continuous evolution PACE , which allows multiple rounds of evolution per day with little experimental intervention. The authors engineered M13 phage to encode an exogenous protein the subject for directed evolution , whose functional activity triggers gene III expression from an accessory plasmid; variants of the exogenous protein arise by random mutagenesis during phage replication, the rate of which can be increased by inducible expression of error-prone DNA polymerases. By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al.",
"By supplying limiting amounts of receptive E. coli cells to the engineered phage variants, Esvelt et al. . elegantly linked phage infectivity and production of offspring with the presence of a desired protein phenotype. Carlson et al. .",
"Carlson et al. . later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion.",
"later showed that PACE selection stringency could be modulated by providing small amounts of pIII independently of protein phenotype, and undesirable protein functions negatively selected by linking them to expression of a truncated pIII variant that impairs infectivity in a dominant negative fashion. PACE is currently limited to protein functions that can be linked in some way to the expression of a gene III reporter, such as protein-protein interaction, recombination, DNA or RNA binding, and enzymatic catalysis Meyer and Ellington, 2011 . This approach represents a promising avenue for both basic research in molecular evolution .",
"This approach represents a promising avenue for both basic research in molecular evolution . and synthetic biology, including antibody engineering. Filamentous bacteriophage have been recovered from diverse environmental sources, including soil . , coastal fresh water . , alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria .",
", alpine lakes Hofer and Sommaruga, 2001 and deep sea bacteria . , but not, perhaps surprisingly, the human gut . .",
", but not, perhaps surprisingly, the human gut . . The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 .",
"The environmental \"phageome\" in soil and water represent the largest source of replicating DNA on the planet, and is estimated to contain upward of 10 30 viral particles Ashelford et al., 2003; Chibani-Chennoufi et al., 2004; Suttle, 2005 . The few studies attempting to investigate filamentous phage environmental ecology using classical environmental microbiology techniques typically direct observation by electron microscopy found that filamentous phage made up anywhere from 0 to 100% of all viral particles Demuth et al., 1993; Pina et al., 1998; Hofer and Sommaruga, 2001 . There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 .",
"There was some evidence of seasonal fluctuation of filamentous phage populations in tandem with the relative abundance of free-living heterotrophic bacteria Hofer and Sommaruga, 2001 . Environmental metagenomics efforts are just beginning to unravel the composition of viral ecosystems. The existing data suggest that filamentous phage comprise minor constituents of viral communities in freshwater . and reclaimed and potable water .",
"and reclaimed and potable water . but have much higher frequencies in wastewater and sewage Cantalupo et al., 2011; Alhamlan et al., 2013 , with the caveat that biases inherent to the methodologies for ascertaining these data purification of viral particles, sequencing biases have not been not well validated. There are no data describing the population dynamics of filamentous phage and their host species in the natural environment.",
"There are no data describing the population dynamics of filamentous phage and their host species in the natural environment. At the individual virus-bacterium level, it is clear that filamentous phage can modulate host phenotype, including the virulence of important human and crop pathogens. This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage.",
"This can occur either through direct effects of phage replication on cell growth and physiology, or, more typically, by horizontal transfer of genetic material contained within episomes and/or chromosomally integrated prophage. Temperate filamentous phage may also play a role in genome evolution . .",
"Temperate filamentous phage may also play a role in genome evolution . . Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 .",
"Perhaps the best-studied example of virulence modulation by filamentous phage is that of Vibrio cholerae, whose full virulence requires lysogenic conversion by the cholera toxin-encoding CTXφ phage Waldor and Mekalanos, 1996 . Integration of CTXφ phage occurs at specific sites in the genome; these sequences are introduced through the combined action of another filamentous phage, fs2φ, and a satellite filamentous phage, TLC-Knφ1 . .",
". Thus, filamentous phage species interact and coevolve with each other in addition to their hosts. Infection by filamentous phage has been implicated in the virulence of Yersinia pestis . , Neisseria meningitidis Bille et al., 2005 Bille et al., , 2008 , Vibrio parahaemolyticus . , E. coli 018:K1:H7 .",
", E. coli 018:K1:H7 . , Xanthomonas campestris Kamiunten and Wakimoto, 1982 , and P. aeruginosa . , although in most of these cases, the specific mechanisms modulating virulence are unclear.",
", although in most of these cases, the specific mechanisms modulating virulence are unclear. Phage infection can both enhance or repress virulence depending on the characteristics of the phage, the host bacterium, and the environmental milieu, as is the case for the bacterial wilt pathogen Ralstonia solanacearum Yamada, 2013 . Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes .",
"Since infection results in downregulation of the pili used for viral entry, filamentous phage treatment has been proposed as a hypothetical means of inhibiting bacterial conjugation and horizontal gene transfer, so as to prevent the spread of antibiotic resistance genes . . Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems.",
"Finally, the filamentous phage may also play a future role in the preservation of biodiversity of other organisms in at-risk ecosystems. Engineered phage have been proposed for use in bioremediation, either displaying antibody fragments of desired specificity for filtration of toxins and environmental contaminants Petrenko and Makowski, 1993 , or as biodegradable polymers displaying peptides selected for their ability to aggregate pollutants, such as oil sands tailings Curtis et al., 2011 Curtis et al., , 2013 . Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 .",
"Engineered phage displaying peptides that specifically bind inorganic materials have also been proposed for use in more advanced and less intrusive mineral separation technologies Curtis et al., 2009 . The filamentous phage represents a highly versatile organism whose uses extend far beyond traditional phage display and affinity selection of antibodies and polypeptides of desired specificity. Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people.",
"Its high immunogenicity and ability to display a variety of surface antigens make the phage an excellent particulate vaccine carrier, although its bacterial production and preparation heterogeneity likely limits its applications in human vaccines at present, despite being apparently safe and well-tolerated in animals and people. Unanticipated characteristics of the phage particle, such as crossing of the blood-brain barrier and formation of highly ordered liquid crystalline phases, have opened up entirely new avenues of research in therapeutics for chronic disease and the design of nanomaterials. Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab.",
"Our comparatively detailed understanding of the interactions of model filamentous phage with their bacterial hosts has allowed researchers to harness the phage life cycle to direct protein evolution in the lab. Hopefully, deeper knowledge of phage-host interactions at an ecological level may produce novel strategies to control bacterial pathogenesis. While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies.",
"While novel applications of the filamentous phage continue to be developed, the phage is likely to retain its position as a workhorse for therapeutic antibody discovery for many years to come, even with the advent of competing technologies. KH and JS conceived and wrote the manuscript. MA-G read the manuscript and commented on the text."
] | 1,674 | 1,766 |
What was investigated in this study? | The capacities of nanopore sequencing for viral diagnostics | [
"Enteric diseases in swine are often caused by different pathogens and thus metagenomics are a useful tool for diagnostics. The capacities of nanopore sequencing for viral diagnostics were investigated here. First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION.",
"First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION. Reads were already detected at 7 seconds after start of sequencing, resulting in high sequencing depths 19.2 to 103.5X after 3 h. Next, diarrheic feces of a one-week-old piglet was analyzed. Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome.",
"Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome. Contigs matched Bacteroides, Escherichia and Enterococcus phages. Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium.",
"Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium. Suckling piglets shed kobuvirus from one week of age, but an association between peak of viral shedding 10 6.42 –10 7.01 copies/swab and diarrheic signs was not observed during a follow-up study. Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets.",
"Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets. MinION enables rapid detection of enteric viruses. Such new methodologies will change diagnostics, but more extensive validations should be conducted.",
"Such new methodologies will change diagnostics, but more extensive validations should be conducted. The true enteric pathogenicity of porcine kobuvirus should be questioned, while its subclinical importance cannot be excluded. Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes.",
"Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes. Although standardized procedures have been developed to study viral metagenomes in fecal samples, they still require an extensive sample preparation, including random or targeted pre-amplification of viral genomes present in the sample 13 . Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective.",
"Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective. Performing the necessary analyses often results in long time periods between sample arrival and diagnostic reporting, since results can only be processed after finishing the sequencing run. Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis.",
"Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis. The flowcells used for sequencing consist of a membrane containing multiple CsgG nanopore proteins from Escherichia coli 14 . An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides.",
"An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides. This signal is converted into a nucleotide sequence by computational algorithms basecalling . Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 .",
"Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 . In the field of virology, the technology has mainly been applied in human medicine. Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 .",
"Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 . MinION has also been used as a diagnostic tool during recent Ebolavirus outbreaks in West Africa, allowing fast on-site characterization of circulating strains 17, 18 . Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 .",
"Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 . A multiplex PCR method for complete on-site Zikavirus genome sequencing in samples with low viral loads has recently been developed by Quick and coworkers 20 . Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 .",
"Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 . In veterinary virology, the use of nanopore sequencing is growing. A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 .",
"A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 . The entire genome of a parapoxvirus isolated from a seal was obtained by combining data from Illumina next-generation sequencing with nanopore sequencing data 23 . One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 .",
"One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 . To the author's knowledge, the present study is the first using MinION as an aid in porcine health management. This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes.",
"This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes. The ability to detect high loads of cell culture-grown rotavirus and coronavirus, mimicking shedding quantities observed in diarrheic piglets, was evaluated. In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated.",
"In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated. No gene-specific or random pre-amplification of viral nucleic acids was conducted to challenge the MinION's sensitivity. A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus.",
"A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus. Moreover, archival . fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium.",
"fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium. be performed for 243,313 reads with a mean length of 740 nucleotides. Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses.",
"Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses. Results of the sequencing run, including taxonomical classification and mapping of reads against PEDV and rotavirus A RVA reference genomes are shown in Fig. 1A .",
"1A . After 24 hours of sequencing, a total of 15,232 reads were classified as viral by sensitive tBLASTx comparison against a complete viral database. Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively.",
"Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively. A fraction of the reads 29.3%, n = 4,468 were assigned to order Caudovirales. These reads originated from the lambda phage DNA used in a previous control run on the same flowcell.",
"These reads originated from the lambda phage DNA used in a previous control run on the same flowcell. At 7.5 and 24.2 seconds after the start of sequencing, respectively, the first reads matching PEDV and RVA were translocated through a nanopore. Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig.",
"Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig. 1B . PEDV and RVA sequences were extracted from the dataset and mapped against viral reference genes to calculate sequencing depths over time Fig. 1C .",
"1C . After one hour, sequencing depths were higher for PEDV 43.0X than for RVA 4.9 to 22.1X . High sequencing depths were acquired after three hours of sequencing for PEDV 103.5X and for most RVA gene segments 19.2 to 48.2X . De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes.",
"De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes. This resulted in the recovery of the almost complete PEDV genome and RVA gene segments with identities varying between 95 and 99% compared to the reference genes Table 1 . Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 .",
"Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 . However, execution of de novo assembly prior to taxonomical classification tBLASTx reduced the time to identify entire viral genomes in the dataset. Virome composition of a young diarrheic piglet using nanopore sequencing.",
"Virome composition of a young diarrheic piglet using nanopore sequencing. A total of 30,088 reads were generated by sequencing the diarrheic fecal sample for three hours. Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses.",
"Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses. Different methods were used to compare the reads against a viral database using the HPC cluster of Ghent University and results are shown in Fig. 2 .",
"2 . Comparison against a complete viral database resulted in the detection of 6,781 to 8,677 potential viral reads, depending on the BLAST settings. BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx.",
"BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx. However, there was a very high difference between wall times on the HPC cluster, with only 26 seconds of analysis time for BLASTn, versus almost 24 hours for tBLASTx. The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads .",
"The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads . A de novo assembly was executed on the basecalled, quality filtered reads and the resulting contigs were used as input material for VirSorter analysis. Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig.",
"Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig. 2B . Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups.",
"Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups. Ten contigs showed moderate to high nucleotide similarities to the Bacteroides phage B124-14, suggesting that they all belonged to one phage genome. This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown .",
"This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown . The longest contig with a size of 39,069 nucleotides, together with four other contigs showed similarities 95% nt identity to different Escherichia phages. As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown .",
"As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown . Two contigs showed poor similarity to both the Enterococcus phage vB_EfaS_IME_196, isolated from hospital sewage in China from an Enterococcus faecalis strain, and the Enterococcus hirae bacterial genome. The latter might be a prophage inserted in the bacterial genome.",
"The latter might be a prophage inserted in the bacterial genome. Interestingly, three contigs were identified for which no similarities were found with existing viruses in GenBank, but contig 0105 mapped to the reference genome of the Enterococcus phage vB_EfaS_IME196 data not shown . These might be novel phages or divergent variants from existing phages present in GenBank.",
"These might be novel phages or divergent variants from existing phages present in GenBank. Three eukaryotic porcine viruses, porcine kobuvirus n = 18 to 22 reads , enterovirus G n = 5 to 9 reads and astrovirus n = 4 reads were found at much lower abundancies. The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae.",
"The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae. Kobuvirus reads were mapped against a European reference strain S-1/HUN/2007/Hungary, as shown in Fig. 2C . However, full-genome coverage at high sequencing depth was not obtained. Shedding of porcine kobuvirus and rotaviruses in suckling piglets.",
"Shedding of porcine kobuvirus and rotaviruses in suckling piglets. The shedding of porcine kobuvirus, RVA and rotavirus C RVC was quantitatively investigated in 5 suckling pigs of the same farm from which the diarrheic feces originated. The fecal shedding patterns of the different viruses and presence of diarrheic signs are shown in Fig. 3A .",
"3A . All piglets started shedding porcine kobuvirus at the end of the first week after parturition. In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification .",
"In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification . Peak shedding titers of the porcine kobuvirus varied between 6.42 and 7.01 log 10 copies/swab, which is generally lower than peak shedding observed for typical enteric viruses such as rotavirus and PEDV. Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm.",
"Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm. Diarrheic signs were only noticed in two piglets A and B . In piglet B, an association between high RVC shedding and diarrheic episodes was observed.",
"In piglet B, an association between high RVC shedding and diarrheic episodes was observed. In contrast, there was no direct association between peak shedding of kobuvirus and diarrheic episodes. Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing.",
"Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing. This animal died shortly hereafter, but it was unclear if this can be attributable to the kobuvirus infection. Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine.",
"Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine. Retrospective analysis of porcine kobuviruses shedding in Belgian diarrheic suckling pigs and phylogenetic analysis. A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR.",
"A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR. Of these, 25 samples 56.8% tested positive and 18 samples showed quantifiable viral loads 4.31 to 6.83 log 10 copies/swab . Seven samples were positive, but viral loads were too low to allow accurate quantification.",
"Seven samples were positive, but viral loads were too low to allow accurate quantification. The presence of RVA and RVC had been quantitatively assessed in these samples in a previous study and the occurrence of co-infections between rotaviruses and kobuvirus is shown in Fig. 3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples.",
"3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples. Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed.",
"Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed. A single RVC infection was found in seven samples and in four of these tested positive for kobuvirus at high loads 4.31 to 5.59 log 10 copies/g . A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads.",
"A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads. Many n = 10 of the rotavirus-negative samples contained high kobuvirus loads. Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% .",
"Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% . Furthermore, there was a high level of genetic variability between the 2014 Belgian porcine kobuvirus isolates, with nucleotide sequence identities ranging between 90.1 and 97.2%. A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig.",
"A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig. 3C , shows the Belgian strains clustering between strains from different geographical locations. Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools.",
"Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools. Veterinarians are restricted to a short list of known viruses, bacteria, parasites and management factors to define a differential diagnosis. Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results.",
"Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results. However, metagenomics studies have indicated the existence of viral enteric disease complexes, potentially involving multiple known and novel viruses 3, 4, 6, 7, 9, 10 . Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample.",
"Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample. However, most NGS platforms require large investments and processing of the reads can only start at the end of the sequencing run. Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 .",
"Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 . Furthermore, the amount of viral nucleic acids in a sample is very low, requiring targeted or random amplification of these genomes before NGS analysis. Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss.",
"Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss. All these factors lead to a long turnover time between sample collection and diagnostic reporting. The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids.",
"The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids. It was the aim of the present study to evaluate this technology for use as a rapid tool for porcine viral enteric disease complex identification, without the conduction of viral nucleic acid amplification. In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets.",
"In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets. Sequencing of this pooled sample with the MinION resulted in rapid identification of both viruses. Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 .",
"Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 . Interestingly, the first reads matching PEDV and RVA were generated respectively after 7 and 24 seconds of sequencing. High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X .",
"High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X . Overall, higher sequencing depths were generated for PEDV that could indicate that sequencing of longer viral genomes is favored over smaller gene segments, as PEDV has a genome size of approximately 28 kb, and RVA gene segments are shorter 0.6 to 3.3 kb . This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids.",
"This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids. It can be hypothesized that adapters are more easily attached to longer DNA fragments, and bias should be avoided by standardization of viral nucleic acid input length. Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available.",
"Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available. While the technology can be useful for giving fast readouts of viruses <3 hours present in a sample, thorough validation, using well-defined virus stocks, spiking experiments in matrices e.g. feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed.",
"feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed. Furthermore, the accuracy of the technology needs further improvement, as error rates of contigs from de novo assemblies still ranged between 1 and 5%, hindering the precise analysis of subtle but important mutations in the viral genome. After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet.",
"After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet. Real-time PCR analyses were conducted for RVA, RVC, PEDV and TGEV. Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 .",
"Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 . Viral metagenomics was conducted on this sample using the MinION and two different BLAST search algorithms were used to taxonomically identify the reads by comparing them against a complete viral database. Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted.",
"Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted. However, BLASTn search options also reached high sensitivity, but at much lower time cost: 26 seconds instead of almost 24 hours. For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used.",
"For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used. However, tBLASTx might pick up more divergent or novel viruses, improving overall sensitivity. Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079.",
"Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079. Astro-and enteroviruses have been detected earlier in both diarrheic and non-diarrheic feces of Belgian pigs and in feces from pigs around the globe 9,10,27 . In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant.",
"In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant. Also other studies have shown that the role of porcine astrovirus in the pathogenesis of pig diarrhea is not completely clear 28 . In contrast, associations between diarrhea and human astrovirus infections have been made 29 .",
"In contrast, associations between diarrhea and human astrovirus infections have been made 29 . A recent study in 5 European countries Hungary, Spain, Germany, Austria and Sweden have indicated the widespread of porcine astroviruses in the swine population. A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain.",
"A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain. Porcine astroviruses have recently also been linked to outbreaks of neurological disorders in weaned piglets from Hungary, and in 5-week-old pigs and sows in the United States 30, 31 . The gut might be a hypothetical entry port for such neurological astrovirus infections.",
"The gut might be a hypothetical entry port for such neurological astrovirus infections. Enteroviruses have been more generally linked to neurological disorders in pigs, although they are commonly found in feces as well 11, 12, . In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 .",
"In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 . The involvement of both astro-and enteroviruses in the pathogenesis of enteric disorders might be questioned here, but cannot be completely ruled out. Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads.",
"Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads. However, reporting of a porcine kobuvirus in Belgian piglets with MinION is unique. In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 .",
"In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 . In the present study, a novel RT-qPCR assay, targeting the conserved 3D gene encoding the RNA-dependent-RNA-polymerase, was developed and used to assess, for the first time, longitudinal quantitative shedding kinetics of porcine kobuvirus in pigs under field conditions. Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed.",
"Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed. In one pig, an association was made between diarrheic episodes and the peak of rotavirus C shedding, a well-known enteric pathogen 37, 38 . Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus .",
"Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus . Similar viral loads for porcine kobuvirus were also found in case 4.60 ± 1.76 copies/qPCR reaction and control pigs 4.79 ± 1.72 copies/qPCR reaction during a recent Danish study to evaluate the role of viruses in the pathogenesis of the new neonatal porcine diarrhea syndrome. The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 .",
"The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 . The finding of low kobuvirus loads in feces casts doubt over the true enteric pathogenic tropism of the virus. Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut.",
"Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut. The presence of kobuvirus RNA in serum has also been demonstrated in Hungarian pigs, but it was not known if the virus is also replicating in other organs 43 . Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission.",
"Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission. Highest rates of infection were observed in suckling piglets, compared to older pigs, in other countries . In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections.",
"In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections. A 2011 Brazilian study demonstrated the presence of kobuvirus RNA in serum from 3-day-old piglets, which had disappeared by day 21, indicating viral clearance from the blood and excluding systemic persistence 45 . A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus.",
"A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus. Such subclinical, yet immunosuppressive, properties have been attributed to the economically important swine pathogen porcine circovirus 47 . Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death.",
"Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death. In vivo animal experiments in a model of neonatal, conventional kobuvirus-negative piglets should be conducted to elucidate the pathogenesis of porcine kobuviruses. Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells.",
"Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells. There was no evidence of cytopathogenic effect after several days of incubation. Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | .",
"Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | . 8:9830 | DOI:10.1038/s41598-018-28180-9 evident cytopathogenic effect cannot be ruled out. Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available.",
"Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available. To assess more broadly the prevalence of kobuvirus in the Belgian swine industry, a retrospective analysis of diarrheic samples from suckling piglets less than two weeks old was conducted. A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces.",
"A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces. Viral loads found were thus comparable to the loads excreted by piglets in the longitudinal analysis and the above-mentioned study from Denmark, demonstrating the endemic presence of the virus in the Belgian swine population 42 . In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made.",
"In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made. However, the prevalence of kobuvirus has been widely described in pigs from several European countries The Netherlands 16.7% , Slovakia 63.4% , Hungary 81.0% , Czech Republic 87.3% , Austria 46.2% , Italy 52.4% , Germany 54.5% and Sweden 45.0% , American countries The United States 21.9% and Brazil 53.0% , African countries Kenya 14.9% and Uganda 15.5% and Asian countries Thailand 99% , South Korea 52.1% and Vietnam 29.3% . In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 .",
"In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 . Indeed, it is difficult to make correlations between prevalence of the virus and diarrhea, as the pathogenicity of the virus could be largely influenced by other factors such as co-infections with other enteric viruses, microbiota and management factors. Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%.",
"Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%. Furthermore, they clustered diffusely between strains from different countries around the world, indicating that strains are not distinguishable based on their geographical origin. Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease.",
"Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease. De novo assembled contigs were analyzed using VirSorter, a software package for mining viral signals from microbial genomic data. Such tools allow maximizing the possibility of detecting dsDNA phages 54 .",
"Such tools allow maximizing the possibility of detecting dsDNA phages 54 . Several contigs showed high similarities to the Bacteroides phage B124-14, found in municipal wastewater and human fecal samples. It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 .",
"It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 . The finding of several contigs, genetically similar to phage B124 and likely belonging to one phage genome, indicates that this phage found in the pig fecal sample may also replicate in the microbiome of the young pig gut and not solely in humans. However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies.",
"However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies. Interestingly, several of the contigs found also showed similarities to Escherichia phages. Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli.",
"Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli. Electron microscopic images of the phages PhAPEC5 and PhAPEC7 indicated that they belonged to the family Podoviridae 57 . Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 .",
"Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 . Finally, one contig showed limited similarity to an Enterococcus phage, isolated from hospital sewage in China, while a last contig showed moderate similaraties to the bacterial Enterococcus hirae genome. This region may be a prophage, inserted in the bacterial genome.",
"This region may be a prophage, inserted in the bacterial genome. The phages found in this piglet may have reshaped the gut microbiota, allowing opportunistic bacteria such as Enterococcus hirae to proliferate and to start secreting toxins. It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins.",
"It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins. The new neonatal diarrhea syndrome described above shows high similarities to the disease described in the case 17V079 and it may be that bacteriophages are involved in the pathogenesis of this syndrome. So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies.",
"So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies. It is clear that new technologies will change the way diagnostics are be performed in the near future. Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant.",
"Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant. Complete overviews of all viruses and other pathogens in a sample will be given in a single readout instead of requiring different diagnostic assays. However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians.",
"However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians. Viruses. Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml.",
"Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml. The nucleotide sequences of the 11 gene segments of this strain were resolved earlier using Sanger sequencing GenBank accession numbers: KM82070 VP1 , KM820707 VP2 , KM827014 VP3 , KM820720 VP4 , KM820728 VP6 , KM820735 VP7 , KM820742 NSP1 , KM820672 NSP2 , KM820679 NSP3 , KM820686 NSP4 and KM820693 NSP5 59 . A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 .",
"A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 . In our Laboratory, the virus was grown to an infectious virus titer of 10 6.0 CCID 50 /ml GenBank accession number: AF353511 . Origin of a fecal sample from diarrheic suckling piglets.",
"Origin of a fecal sample from diarrheic suckling piglets. A diarrheic fecal sample was collected from a Belgian pig on a farm housing a total of 620 sows and using a 2-week batch-production system, with a weaning age of 23 days. Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra .",
"Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra . Rotavirus A vaccination was done off-label with an inactivated bovine rotavirus A vaccine Lactovac, Zoetis . Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed.",
"Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed. Since the spring of 2017, enteric disease started causing more severe problems accompanied with mortality on this farm, mainly in 7-days-old suckling piglets. A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079.",
"A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079. No virological cause was found to explain the diarrheic problems on the farm. The only isolated bacterium was Enterococcus hirae. This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine .",
"This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine . No other pathogens were found in this sample. As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis.",
"As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis. The sample tested negative for RVA, RVC, PEDV and TGEV using in-house RT-qPCR assays 25, 61, 62 . Therefore, it was decided to perform a metagenomics analysis with MinION described in this study.",
"Therefore, it was decided to perform a metagenomics analysis with MinION described in this study. Purification of viral nucleic acids. First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 .",
"First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 . MinION analyses of cell culture grown viruses RVA and PEDV were conducted at the Laboratory of Clinical Virology Rega Institute, KU Leuven , whereas the diarrheic fecal sample was analyzed at the Laboratory of Virology Faculty of Veterinary Medicine, Ghent University . RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min.",
"RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min. The supernatant of both suspensions was diluted to 6 log 10 CCID 50 /ml and 500 µl of each suspension was mixed to reach an equal concentration of both viruses. This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 .",
"This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 . Fourteen microliters of EDTA were added to stop the reaction, followed by extraction of nucleic acids from the viral particles using the QIAamp Viral RNA Mini Kit Qiagen . The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract.",
"The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract. The diarrheic fecal sample 17V079 was processed similarly as the cell culture grown viruses, with some minor modifications. A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged.",
"A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged. The supernatant was filtered through a 0.45 µm syringe filter Sarstedt and treated with Benzonase Nuclease for 1 hour to speed up the diagnostic pipeline. Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA.",
"Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA. Elution was done in a volume of 50 µl. cDNA and second strand synthesis for nanopore sequencing.",
"cDNA and second strand synthesis for nanopore sequencing. Nucleic acids were heated at 95 °C for 2 min and chilled on ice to resolve secondary RNA structures and to denature double-stranded RNA. Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA.",
"Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA. Ten microliters of template nucleic acids were mixed with 0.5 µl random hexamer primers Random Primer 6, New England Biolabs , 1 µl dNTP mix NEB and 2.5 µl nuclease-free water. Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl.",
"Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl. The reaction conditions were as follows: 23 °C for 10 min, 50 °C for 10 min, 80 °C for 10 min and an infinite hold step at 10 °C. A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB .",
"A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB . Twenty microliters cDNA reaction mixture were added to 10 µl NEBNext Second Strand Synthesis Reaction Buffer, 5 µl NEBNext Second Strand Synthesis Enzyme Mix and 45 µl nuclease-free water 80 µl total reaction volume . Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter .",
"Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter . Two washing steps with freshly prepared 70% ethanol were conducted before eluting in 52 µl nuclease-free water. Nanopore sequencing library preparation.",
"Nanopore sequencing library preparation. A deoxyadenosine was ligated to the 3′-end of double-stranded nucleic acids to allow binding of complimentary sequencing adapters. Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min.",
"Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min. Next, nucleic acids were purified using 60 µl AMPure XP Beads and eluted in 31 µl nuclease-free water. Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids.",
"Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids. End-prepped DNA 30 µl was mixed with 20 µl adapter mix AMX, ONT and 50 µl Blunt/TA Ligation Master Mix New England Biolabs in a total reaction volume of 100 µl and incubated at room temperature for 10 min. The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads.",
"The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads. Two washing steps were conducted using 140 µl Adapter Bead Binding Buffer ABB, ONT before eluting in 15 µl of Elution Buffer ELB, ONT . EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water.",
"EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water. Sequencing was done using the software programme MinKNOW software ONT . Bio-informatics analyses. Raw reads were produced by MinKNOW. Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5.",
"Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5. In the second experiment, basecalling was done after the sequencing run using Albacore version 1.2.5., ONT . Quality scores and read lengths were visualized using NanoPlot, followed by quality filtering with NanoFilt 63 . Reads with a q-score lower than 7 were omitted.",
"Reads with a q-score lower than 7 were omitted. Sequences were then analyzed using different BLAST methods including BLASTn and tBLASTx BLAST version 2.6.0; e-value cut-off 1e −3 -1e −10 to compare sensitivity and run-times to detect viral sequences among the reads. A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 .",
"A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 . The best hit lowest e-value was visualized using KronaTools 64 . Reads matching viruses were extracted using Seqtk and used in downstream analyses.",
"Reads matching viruses were extracted using Seqtk and used in downstream analyses. GraphMap version 0.5.2 and Samtools version 1.6 were used for mapping of reads against reference sequences, while Canu 1.6 was used for de novo assembly of viral genomes . VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 .",
"VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 . Bio-informatics analyses were executed on a local computer cluster and the high-performance computing facilities of Ghent University. The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.",
"The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request. Sanger sequencing of porcine kobuvirus polymerase gene. A porcine kobuvirus was discovered in the sample 17V079 using the MinION.",
"A porcine kobuvirus was discovered in the sample 17V079 using the MinION. The sequence of the 3D gene of porcine kobuvirus encodes the polymerase and is considered to be most conserved among different strains. The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION.",
"The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION. RT-PCR was executed using the OneStep RT-PCR Kit Qiagen with the newly designed primers Kobu_6049Fw and Kobu_7524Rv IDT DNA Technologies Table 2 . The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl .",
"The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl . RT-PCR conditions were as follows: 50 °C for 30 min, 95 °C for 15 min, followed by 30 cycles of amplification 94 °C for 30 s, 50 °C for 30 s and 72° for 90 s and a final extension step at 72 °C for 1 min. Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel.",
"Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel. Electrophoresis was conducted for 30 min at 100 V and PCR product was visualized by ethidium bromide staining and UV light. The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system.",
"The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system. Quality control of the raw chromatograms was done using 4Peaks Nucleobytes BV, The Netherlands and BLASTn NCBI, United States . Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets.",
"Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets. Each RT-qPCR reaction consisted of 10 µl PrecisionPlus OneStep qRT-PCR Mastermix containing SYBR Green, ROX and an inert blue pipetting dye Primerdesign, Southampton, United Kingdom , 0.4 µl of each primer 200 nM and 6.2 µl nuclease-free water. Three microliters of template RNA or water were added to each tube containing 17 µl mastermix.",
"Three microliters of template RNA or water were added to each tube containing 17 µl mastermix. A synthetic RNA positive control 175nt was generated by RT-PCR using the primers Kobu3D_qPCR +T7_Fw and Kobu3D_qPCR_Rv, followed by in vitro transcription of this PCR product using a T7 RNA polymerase. The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction.",
"The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction. Reaction conditions were as follows: 55 °C for 10 min and 95 °C for 2 min, followed by 40 cycles of denaturation 95 °C for 10 s and annealing 58 °C for 60 s . Detection of SYBR Green fluorescence was done at the end of each annealing phase.",
"Detection of SYBR Green fluorescence was done at the end of each annealing phase. A melt curve analysis was executed to assess specificity of the amplicons generated. Each dilution point in the standard curve and each sample was tested in duplicates.",
"Each dilution point in the standard curve and each sample was tested in duplicates. Amplicons were analyzed once on an agarose gel to assess the correct length of the amplicon and Sanger sequencing was conducted to confirm the amplification of the partial porcine kobuvirus polymerase gene. Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99.",
"Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99. Quantification of the viral loads was possible if the Cq-values of two qPCR replicates fell within the LDR of the assay. Both replicates had to be positive for a sample to be considered as positive.",
"Both replicates had to be positive for a sample to be considered as positive. If the Cq-values of specific amplicons have fallen behind the lowest point of the standard curve, the sample was considered positive but not quantifiable. Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets.",
"Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets. Upon characterization of the virome with the MinION, a longitudinal follow-up study was setup between August and September 2017. To warrant the health status of the pig stock, entrance to the farm was strictly regulated. Sampling was performed by the farmer.",
"Sampling was performed by the farmer. Detailed instructions and sampling materials were provided to the farmer. Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments.",
"Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments. Sample collection was approved by and done in accordance to the requirements of the Local Ethical Committee of the Faculty of Veterinary Medicine and Bioscience Engineering of Ghent University. One day after parturition of the sows, five litters were selected at random.",
"One day after parturition of the sows, five litters were selected at random. Within each litter, one piglet was identified for longitudinal follow-up during the entire suckling period. A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth.",
"A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth. The swab was placed immediately in 2 ml of viral transport medium phosphate buffered saline containing 1000 U/ml penicillin Continental Pharma, Puurs, Belgium , 1 mg/ml streptomycin Certa, Braine l′Alleud, Belgium , 1 mg/ml gentamicin Life Technologies and 0.01% v/v Fungizone Bristol-Myers Squibb, Braine l′Alleud, Belgium in a sterile 15 ml falcon tube Sarstedt and stored at −20 °C. Every week, samples were collected from the farm and transported to the Laboratory of Virology.",
"Every week, samples were collected from the farm and transported to the Laboratory of Virology. The farmer was asked to mark the tube of each sample for presence or absence of diarrheic signs. Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium.",
"Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium. Samples were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions and purified nucleic acids were eluted in 100 µl of AVE and stored at −70 °C until RT-qPCR analysis. RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab.",
"RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab. Furthermore, RVA and RVC shedding was assessed using previously described in-house RT-qPCR assays 25, 61 . Belgian suckling pigs.",
"Belgian suckling pigs. Fecal samples n = 44 of diarrheic suckling piglets less than 2 weeks old were sent to a private laboratory by veterinarians Dialab, Belsele, Belgium for etiological diagnosis, as described earlier. These samples were collected in 2014 and stored at −70 °C in the laboratory.",
"These samples were collected in 2014 and stored at −70 °C in the laboratory. They had previously been evaluated for the presence of rotaviruses using RT-qPCR 25 . RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies.",
"RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies. Samples with a quantifiable viral load were subjected to RT-PCR to amplify the 3D polymerase gene, after which Sanger sequencing was performed. The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674.",
"The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674. The sequences were used to conduct a multiple sequence alignment together with other porcine kobuvirus strains in MEGA 7 using the ClustalW plug-in 69 . A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 .",
"A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 . Tree editing was done using Affinity Designer Serif . Pairwise distances were calculated using the p-distance model in Mega with bootstrap values set at 500 replicates."
] | 1,666 | 5,287 |
What was the range of genomic sequencing depths? | 19.2 to 103.5X | [
"Enteric diseases in swine are often caused by different pathogens and thus metagenomics are a useful tool for diagnostics. The capacities of nanopore sequencing for viral diagnostics were investigated here. First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION.",
"First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION. Reads were already detected at 7 seconds after start of sequencing, resulting in high sequencing depths 19.2 to 103.5X after 3 h. Next, diarrheic feces of a one-week-old piglet was analyzed. Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome.",
"Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome. Contigs matched Bacteroides, Escherichia and Enterococcus phages. Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium.",
"Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium. Suckling piglets shed kobuvirus from one week of age, but an association between peak of viral shedding 10 6.42 –10 7.01 copies/swab and diarrheic signs was not observed during a follow-up study. Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets.",
"Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets. MinION enables rapid detection of enteric viruses. Such new methodologies will change diagnostics, but more extensive validations should be conducted.",
"Such new methodologies will change diagnostics, but more extensive validations should be conducted. The true enteric pathogenicity of porcine kobuvirus should be questioned, while its subclinical importance cannot be excluded. Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes.",
"Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes. Although standardized procedures have been developed to study viral metagenomes in fecal samples, they still require an extensive sample preparation, including random or targeted pre-amplification of viral genomes present in the sample 13 . Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective.",
"Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective. Performing the necessary analyses often results in long time periods between sample arrival and diagnostic reporting, since results can only be processed after finishing the sequencing run. Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis.",
"Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis. The flowcells used for sequencing consist of a membrane containing multiple CsgG nanopore proteins from Escherichia coli 14 . An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides.",
"An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides. This signal is converted into a nucleotide sequence by computational algorithms basecalling . Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 .",
"Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 . In the field of virology, the technology has mainly been applied in human medicine. Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 .",
"Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 . MinION has also been used as a diagnostic tool during recent Ebolavirus outbreaks in West Africa, allowing fast on-site characterization of circulating strains 17, 18 . Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 .",
"Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 . A multiplex PCR method for complete on-site Zikavirus genome sequencing in samples with low viral loads has recently been developed by Quick and coworkers 20 . Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 .",
"Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 . In veterinary virology, the use of nanopore sequencing is growing. A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 .",
"A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 . The entire genome of a parapoxvirus isolated from a seal was obtained by combining data from Illumina next-generation sequencing with nanopore sequencing data 23 . One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 .",
"One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 . To the author's knowledge, the present study is the first using MinION as an aid in porcine health management. This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes.",
"This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes. The ability to detect high loads of cell culture-grown rotavirus and coronavirus, mimicking shedding quantities observed in diarrheic piglets, was evaluated. In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated.",
"In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated. No gene-specific or random pre-amplification of viral nucleic acids was conducted to challenge the MinION's sensitivity. A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus.",
"A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus. Moreover, archival . fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium.",
"fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium. be performed for 243,313 reads with a mean length of 740 nucleotides. Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses.",
"Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses. Results of the sequencing run, including taxonomical classification and mapping of reads against PEDV and rotavirus A RVA reference genomes are shown in Fig. 1A .",
"1A . After 24 hours of sequencing, a total of 15,232 reads were classified as viral by sensitive tBLASTx comparison against a complete viral database. Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively.",
"Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively. A fraction of the reads 29.3%, n = 4,468 were assigned to order Caudovirales. These reads originated from the lambda phage DNA used in a previous control run on the same flowcell.",
"These reads originated from the lambda phage DNA used in a previous control run on the same flowcell. At 7.5 and 24.2 seconds after the start of sequencing, respectively, the first reads matching PEDV and RVA were translocated through a nanopore. Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig.",
"Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig. 1B . PEDV and RVA sequences were extracted from the dataset and mapped against viral reference genes to calculate sequencing depths over time Fig. 1C .",
"1C . After one hour, sequencing depths were higher for PEDV 43.0X than for RVA 4.9 to 22.1X . High sequencing depths were acquired after three hours of sequencing for PEDV 103.5X and for most RVA gene segments 19.2 to 48.2X . De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes.",
"De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes. This resulted in the recovery of the almost complete PEDV genome and RVA gene segments with identities varying between 95 and 99% compared to the reference genes Table 1 . Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 .",
"Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 . However, execution of de novo assembly prior to taxonomical classification tBLASTx reduced the time to identify entire viral genomes in the dataset. Virome composition of a young diarrheic piglet using nanopore sequencing.",
"Virome composition of a young diarrheic piglet using nanopore sequencing. A total of 30,088 reads were generated by sequencing the diarrheic fecal sample for three hours. Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses.",
"Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses. Different methods were used to compare the reads against a viral database using the HPC cluster of Ghent University and results are shown in Fig. 2 .",
"2 . Comparison against a complete viral database resulted in the detection of 6,781 to 8,677 potential viral reads, depending on the BLAST settings. BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx.",
"BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx. However, there was a very high difference between wall times on the HPC cluster, with only 26 seconds of analysis time for BLASTn, versus almost 24 hours for tBLASTx. The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads .",
"The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads . A de novo assembly was executed on the basecalled, quality filtered reads and the resulting contigs were used as input material for VirSorter analysis. Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig.",
"Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig. 2B . Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups.",
"Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups. Ten contigs showed moderate to high nucleotide similarities to the Bacteroides phage B124-14, suggesting that they all belonged to one phage genome. This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown .",
"This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown . The longest contig with a size of 39,069 nucleotides, together with four other contigs showed similarities 95% nt identity to different Escherichia phages. As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown .",
"As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown . Two contigs showed poor similarity to both the Enterococcus phage vB_EfaS_IME_196, isolated from hospital sewage in China from an Enterococcus faecalis strain, and the Enterococcus hirae bacterial genome. The latter might be a prophage inserted in the bacterial genome.",
"The latter might be a prophage inserted in the bacterial genome. Interestingly, three contigs were identified for which no similarities were found with existing viruses in GenBank, but contig 0105 mapped to the reference genome of the Enterococcus phage vB_EfaS_IME196 data not shown . These might be novel phages or divergent variants from existing phages present in GenBank.",
"These might be novel phages or divergent variants from existing phages present in GenBank. Three eukaryotic porcine viruses, porcine kobuvirus n = 18 to 22 reads , enterovirus G n = 5 to 9 reads and astrovirus n = 4 reads were found at much lower abundancies. The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae.",
"The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae. Kobuvirus reads were mapped against a European reference strain S-1/HUN/2007/Hungary, as shown in Fig. 2C . However, full-genome coverage at high sequencing depth was not obtained. Shedding of porcine kobuvirus and rotaviruses in suckling piglets.",
"Shedding of porcine kobuvirus and rotaviruses in suckling piglets. The shedding of porcine kobuvirus, RVA and rotavirus C RVC was quantitatively investigated in 5 suckling pigs of the same farm from which the diarrheic feces originated. The fecal shedding patterns of the different viruses and presence of diarrheic signs are shown in Fig. 3A .",
"3A . All piglets started shedding porcine kobuvirus at the end of the first week after parturition. In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification .",
"In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification . Peak shedding titers of the porcine kobuvirus varied between 6.42 and 7.01 log 10 copies/swab, which is generally lower than peak shedding observed for typical enteric viruses such as rotavirus and PEDV. Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm.",
"Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm. Diarrheic signs were only noticed in two piglets A and B . In piglet B, an association between high RVC shedding and diarrheic episodes was observed.",
"In piglet B, an association between high RVC shedding and diarrheic episodes was observed. In contrast, there was no direct association between peak shedding of kobuvirus and diarrheic episodes. Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing.",
"Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing. This animal died shortly hereafter, but it was unclear if this can be attributable to the kobuvirus infection. Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine.",
"Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine. Retrospective analysis of porcine kobuviruses shedding in Belgian diarrheic suckling pigs and phylogenetic analysis. A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR.",
"A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR. Of these, 25 samples 56.8% tested positive and 18 samples showed quantifiable viral loads 4.31 to 6.83 log 10 copies/swab . Seven samples were positive, but viral loads were too low to allow accurate quantification.",
"Seven samples were positive, but viral loads were too low to allow accurate quantification. The presence of RVA and RVC had been quantitatively assessed in these samples in a previous study and the occurrence of co-infections between rotaviruses and kobuvirus is shown in Fig. 3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples.",
"3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples. Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed.",
"Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed. A single RVC infection was found in seven samples and in four of these tested positive for kobuvirus at high loads 4.31 to 5.59 log 10 copies/g . A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads.",
"A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads. Many n = 10 of the rotavirus-negative samples contained high kobuvirus loads. Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% .",
"Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% . Furthermore, there was a high level of genetic variability between the 2014 Belgian porcine kobuvirus isolates, with nucleotide sequence identities ranging between 90.1 and 97.2%. A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig.",
"A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig. 3C , shows the Belgian strains clustering between strains from different geographical locations. Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools.",
"Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools. Veterinarians are restricted to a short list of known viruses, bacteria, parasites and management factors to define a differential diagnosis. Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results.",
"Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results. However, metagenomics studies have indicated the existence of viral enteric disease complexes, potentially involving multiple known and novel viruses 3, 4, 6, 7, 9, 10 . Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample.",
"Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample. However, most NGS platforms require large investments and processing of the reads can only start at the end of the sequencing run. Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 .",
"Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 . Furthermore, the amount of viral nucleic acids in a sample is very low, requiring targeted or random amplification of these genomes before NGS analysis. Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss.",
"Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss. All these factors lead to a long turnover time between sample collection and diagnostic reporting. The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids.",
"The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids. It was the aim of the present study to evaluate this technology for use as a rapid tool for porcine viral enteric disease complex identification, without the conduction of viral nucleic acid amplification. In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets.",
"In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets. Sequencing of this pooled sample with the MinION resulted in rapid identification of both viruses. Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 .",
"Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 . Interestingly, the first reads matching PEDV and RVA were generated respectively after 7 and 24 seconds of sequencing. High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X .",
"High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X . Overall, higher sequencing depths were generated for PEDV that could indicate that sequencing of longer viral genomes is favored over smaller gene segments, as PEDV has a genome size of approximately 28 kb, and RVA gene segments are shorter 0.6 to 3.3 kb . This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids.",
"This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids. It can be hypothesized that adapters are more easily attached to longer DNA fragments, and bias should be avoided by standardization of viral nucleic acid input length. Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available.",
"Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available. While the technology can be useful for giving fast readouts of viruses <3 hours present in a sample, thorough validation, using well-defined virus stocks, spiking experiments in matrices e.g. feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed.",
"feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed. Furthermore, the accuracy of the technology needs further improvement, as error rates of contigs from de novo assemblies still ranged between 1 and 5%, hindering the precise analysis of subtle but important mutations in the viral genome. After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet.",
"After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet. Real-time PCR analyses were conducted for RVA, RVC, PEDV and TGEV. Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 .",
"Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 . Viral metagenomics was conducted on this sample using the MinION and two different BLAST search algorithms were used to taxonomically identify the reads by comparing them against a complete viral database. Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted.",
"Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted. However, BLASTn search options also reached high sensitivity, but at much lower time cost: 26 seconds instead of almost 24 hours. For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used.",
"For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used. However, tBLASTx might pick up more divergent or novel viruses, improving overall sensitivity. Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079.",
"Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079. Astro-and enteroviruses have been detected earlier in both diarrheic and non-diarrheic feces of Belgian pigs and in feces from pigs around the globe 9,10,27 . In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant.",
"In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant. Also other studies have shown that the role of porcine astrovirus in the pathogenesis of pig diarrhea is not completely clear 28 . In contrast, associations between diarrhea and human astrovirus infections have been made 29 .",
"In contrast, associations between diarrhea and human astrovirus infections have been made 29 . A recent study in 5 European countries Hungary, Spain, Germany, Austria and Sweden have indicated the widespread of porcine astroviruses in the swine population. A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain.",
"A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain. Porcine astroviruses have recently also been linked to outbreaks of neurological disorders in weaned piglets from Hungary, and in 5-week-old pigs and sows in the United States 30, 31 . The gut might be a hypothetical entry port for such neurological astrovirus infections.",
"The gut might be a hypothetical entry port for such neurological astrovirus infections. Enteroviruses have been more generally linked to neurological disorders in pigs, although they are commonly found in feces as well 11, 12, . In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 .",
"In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 . The involvement of both astro-and enteroviruses in the pathogenesis of enteric disorders might be questioned here, but cannot be completely ruled out. Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads.",
"Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads. However, reporting of a porcine kobuvirus in Belgian piglets with MinION is unique. In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 .",
"In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 . In the present study, a novel RT-qPCR assay, targeting the conserved 3D gene encoding the RNA-dependent-RNA-polymerase, was developed and used to assess, for the first time, longitudinal quantitative shedding kinetics of porcine kobuvirus in pigs under field conditions. Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed.",
"Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed. In one pig, an association was made between diarrheic episodes and the peak of rotavirus C shedding, a well-known enteric pathogen 37, 38 . Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus .",
"Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus . Similar viral loads for porcine kobuvirus were also found in case 4.60 ± 1.76 copies/qPCR reaction and control pigs 4.79 ± 1.72 copies/qPCR reaction during a recent Danish study to evaluate the role of viruses in the pathogenesis of the new neonatal porcine diarrhea syndrome. The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 .",
"The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 . The finding of low kobuvirus loads in feces casts doubt over the true enteric pathogenic tropism of the virus. Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut.",
"Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut. The presence of kobuvirus RNA in serum has also been demonstrated in Hungarian pigs, but it was not known if the virus is also replicating in other organs 43 . Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission.",
"Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission. Highest rates of infection were observed in suckling piglets, compared to older pigs, in other countries . In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections.",
"In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections. A 2011 Brazilian study demonstrated the presence of kobuvirus RNA in serum from 3-day-old piglets, which had disappeared by day 21, indicating viral clearance from the blood and excluding systemic persistence 45 . A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus.",
"A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus. Such subclinical, yet immunosuppressive, properties have been attributed to the economically important swine pathogen porcine circovirus 47 . Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death.",
"Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death. In vivo animal experiments in a model of neonatal, conventional kobuvirus-negative piglets should be conducted to elucidate the pathogenesis of porcine kobuviruses. Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells.",
"Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells. There was no evidence of cytopathogenic effect after several days of incubation. Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | .",
"Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | . 8:9830 | DOI:10.1038/s41598-018-28180-9 evident cytopathogenic effect cannot be ruled out. Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available.",
"Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available. To assess more broadly the prevalence of kobuvirus in the Belgian swine industry, a retrospective analysis of diarrheic samples from suckling piglets less than two weeks old was conducted. A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces.",
"A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces. Viral loads found were thus comparable to the loads excreted by piglets in the longitudinal analysis and the above-mentioned study from Denmark, demonstrating the endemic presence of the virus in the Belgian swine population 42 . In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made.",
"In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made. However, the prevalence of kobuvirus has been widely described in pigs from several European countries The Netherlands 16.7% , Slovakia 63.4% , Hungary 81.0% , Czech Republic 87.3% , Austria 46.2% , Italy 52.4% , Germany 54.5% and Sweden 45.0% , American countries The United States 21.9% and Brazil 53.0% , African countries Kenya 14.9% and Uganda 15.5% and Asian countries Thailand 99% , South Korea 52.1% and Vietnam 29.3% . In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 .",
"In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 . Indeed, it is difficult to make correlations between prevalence of the virus and diarrhea, as the pathogenicity of the virus could be largely influenced by other factors such as co-infections with other enteric viruses, microbiota and management factors. Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%.",
"Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%. Furthermore, they clustered diffusely between strains from different countries around the world, indicating that strains are not distinguishable based on their geographical origin. Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease.",
"Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease. De novo assembled contigs were analyzed using VirSorter, a software package for mining viral signals from microbial genomic data. Such tools allow maximizing the possibility of detecting dsDNA phages 54 .",
"Such tools allow maximizing the possibility of detecting dsDNA phages 54 . Several contigs showed high similarities to the Bacteroides phage B124-14, found in municipal wastewater and human fecal samples. It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 .",
"It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 . The finding of several contigs, genetically similar to phage B124 and likely belonging to one phage genome, indicates that this phage found in the pig fecal sample may also replicate in the microbiome of the young pig gut and not solely in humans. However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies.",
"However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies. Interestingly, several of the contigs found also showed similarities to Escherichia phages. Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli.",
"Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli. Electron microscopic images of the phages PhAPEC5 and PhAPEC7 indicated that they belonged to the family Podoviridae 57 . Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 .",
"Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 . Finally, one contig showed limited similarity to an Enterococcus phage, isolated from hospital sewage in China, while a last contig showed moderate similaraties to the bacterial Enterococcus hirae genome. This region may be a prophage, inserted in the bacterial genome.",
"This region may be a prophage, inserted in the bacterial genome. The phages found in this piglet may have reshaped the gut microbiota, allowing opportunistic bacteria such as Enterococcus hirae to proliferate and to start secreting toxins. It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins.",
"It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins. The new neonatal diarrhea syndrome described above shows high similarities to the disease described in the case 17V079 and it may be that bacteriophages are involved in the pathogenesis of this syndrome. So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies.",
"So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies. It is clear that new technologies will change the way diagnostics are be performed in the near future. Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant.",
"Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant. Complete overviews of all viruses and other pathogens in a sample will be given in a single readout instead of requiring different diagnostic assays. However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians.",
"However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians. Viruses. Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml.",
"Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml. The nucleotide sequences of the 11 gene segments of this strain were resolved earlier using Sanger sequencing GenBank accession numbers: KM82070 VP1 , KM820707 VP2 , KM827014 VP3 , KM820720 VP4 , KM820728 VP6 , KM820735 VP7 , KM820742 NSP1 , KM820672 NSP2 , KM820679 NSP3 , KM820686 NSP4 and KM820693 NSP5 59 . A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 .",
"A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 . In our Laboratory, the virus was grown to an infectious virus titer of 10 6.0 CCID 50 /ml GenBank accession number: AF353511 . Origin of a fecal sample from diarrheic suckling piglets.",
"Origin of a fecal sample from diarrheic suckling piglets. A diarrheic fecal sample was collected from a Belgian pig on a farm housing a total of 620 sows and using a 2-week batch-production system, with a weaning age of 23 days. Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra .",
"Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra . Rotavirus A vaccination was done off-label with an inactivated bovine rotavirus A vaccine Lactovac, Zoetis . Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed.",
"Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed. Since the spring of 2017, enteric disease started causing more severe problems accompanied with mortality on this farm, mainly in 7-days-old suckling piglets. A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079.",
"A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079. No virological cause was found to explain the diarrheic problems on the farm. The only isolated bacterium was Enterococcus hirae. This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine .",
"This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine . No other pathogens were found in this sample. As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis.",
"As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis. The sample tested negative for RVA, RVC, PEDV and TGEV using in-house RT-qPCR assays 25, 61, 62 . Therefore, it was decided to perform a metagenomics analysis with MinION described in this study.",
"Therefore, it was decided to perform a metagenomics analysis with MinION described in this study. Purification of viral nucleic acids. First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 .",
"First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 . MinION analyses of cell culture grown viruses RVA and PEDV were conducted at the Laboratory of Clinical Virology Rega Institute, KU Leuven , whereas the diarrheic fecal sample was analyzed at the Laboratory of Virology Faculty of Veterinary Medicine, Ghent University . RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min.",
"RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min. The supernatant of both suspensions was diluted to 6 log 10 CCID 50 /ml and 500 µl of each suspension was mixed to reach an equal concentration of both viruses. This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 .",
"This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 . Fourteen microliters of EDTA were added to stop the reaction, followed by extraction of nucleic acids from the viral particles using the QIAamp Viral RNA Mini Kit Qiagen . The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract.",
"The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract. The diarrheic fecal sample 17V079 was processed similarly as the cell culture grown viruses, with some minor modifications. A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged.",
"A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged. The supernatant was filtered through a 0.45 µm syringe filter Sarstedt and treated with Benzonase Nuclease for 1 hour to speed up the diagnostic pipeline. Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA.",
"Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA. Elution was done in a volume of 50 µl. cDNA and second strand synthesis for nanopore sequencing.",
"cDNA and second strand synthesis for nanopore sequencing. Nucleic acids were heated at 95 °C for 2 min and chilled on ice to resolve secondary RNA structures and to denature double-stranded RNA. Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA.",
"Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA. Ten microliters of template nucleic acids were mixed with 0.5 µl random hexamer primers Random Primer 6, New England Biolabs , 1 µl dNTP mix NEB and 2.5 µl nuclease-free water. Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl.",
"Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl. The reaction conditions were as follows: 23 °C for 10 min, 50 °C for 10 min, 80 °C for 10 min and an infinite hold step at 10 °C. A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB .",
"A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB . Twenty microliters cDNA reaction mixture were added to 10 µl NEBNext Second Strand Synthesis Reaction Buffer, 5 µl NEBNext Second Strand Synthesis Enzyme Mix and 45 µl nuclease-free water 80 µl total reaction volume . Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter .",
"Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter . Two washing steps with freshly prepared 70% ethanol were conducted before eluting in 52 µl nuclease-free water. Nanopore sequencing library preparation.",
"Nanopore sequencing library preparation. A deoxyadenosine was ligated to the 3′-end of double-stranded nucleic acids to allow binding of complimentary sequencing adapters. Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min.",
"Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min. Next, nucleic acids were purified using 60 µl AMPure XP Beads and eluted in 31 µl nuclease-free water. Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids.",
"Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids. End-prepped DNA 30 µl was mixed with 20 µl adapter mix AMX, ONT and 50 µl Blunt/TA Ligation Master Mix New England Biolabs in a total reaction volume of 100 µl and incubated at room temperature for 10 min. The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads.",
"The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads. Two washing steps were conducted using 140 µl Adapter Bead Binding Buffer ABB, ONT before eluting in 15 µl of Elution Buffer ELB, ONT . EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water.",
"EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water. Sequencing was done using the software programme MinKNOW software ONT . Bio-informatics analyses. Raw reads were produced by MinKNOW. Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5.",
"Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5. In the second experiment, basecalling was done after the sequencing run using Albacore version 1.2.5., ONT . Quality scores and read lengths were visualized using NanoPlot, followed by quality filtering with NanoFilt 63 . Reads with a q-score lower than 7 were omitted.",
"Reads with a q-score lower than 7 were omitted. Sequences were then analyzed using different BLAST methods including BLASTn and tBLASTx BLAST version 2.6.0; e-value cut-off 1e −3 -1e −10 to compare sensitivity and run-times to detect viral sequences among the reads. A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 .",
"A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 . The best hit lowest e-value was visualized using KronaTools 64 . Reads matching viruses were extracted using Seqtk and used in downstream analyses.",
"Reads matching viruses were extracted using Seqtk and used in downstream analyses. GraphMap version 0.5.2 and Samtools version 1.6 were used for mapping of reads against reference sequences, while Canu 1.6 was used for de novo assembly of viral genomes . VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 .",
"VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 . Bio-informatics analyses were executed on a local computer cluster and the high-performance computing facilities of Ghent University. The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.",
"The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request. Sanger sequencing of porcine kobuvirus polymerase gene. A porcine kobuvirus was discovered in the sample 17V079 using the MinION.",
"A porcine kobuvirus was discovered in the sample 17V079 using the MinION. The sequence of the 3D gene of porcine kobuvirus encodes the polymerase and is considered to be most conserved among different strains. The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION.",
"The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION. RT-PCR was executed using the OneStep RT-PCR Kit Qiagen with the newly designed primers Kobu_6049Fw and Kobu_7524Rv IDT DNA Technologies Table 2 . The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl .",
"The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl . RT-PCR conditions were as follows: 50 °C for 30 min, 95 °C for 15 min, followed by 30 cycles of amplification 94 °C for 30 s, 50 °C for 30 s and 72° for 90 s and a final extension step at 72 °C for 1 min. Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel.",
"Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel. Electrophoresis was conducted for 30 min at 100 V and PCR product was visualized by ethidium bromide staining and UV light. The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system.",
"The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system. Quality control of the raw chromatograms was done using 4Peaks Nucleobytes BV, The Netherlands and BLASTn NCBI, United States . Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets.",
"Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets. Each RT-qPCR reaction consisted of 10 µl PrecisionPlus OneStep qRT-PCR Mastermix containing SYBR Green, ROX and an inert blue pipetting dye Primerdesign, Southampton, United Kingdom , 0.4 µl of each primer 200 nM and 6.2 µl nuclease-free water. Three microliters of template RNA or water were added to each tube containing 17 µl mastermix.",
"Three microliters of template RNA or water were added to each tube containing 17 µl mastermix. A synthetic RNA positive control 175nt was generated by RT-PCR using the primers Kobu3D_qPCR +T7_Fw and Kobu3D_qPCR_Rv, followed by in vitro transcription of this PCR product using a T7 RNA polymerase. The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction.",
"The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction. Reaction conditions were as follows: 55 °C for 10 min and 95 °C for 2 min, followed by 40 cycles of denaturation 95 °C for 10 s and annealing 58 °C for 60 s . Detection of SYBR Green fluorescence was done at the end of each annealing phase.",
"Detection of SYBR Green fluorescence was done at the end of each annealing phase. A melt curve analysis was executed to assess specificity of the amplicons generated. Each dilution point in the standard curve and each sample was tested in duplicates.",
"Each dilution point in the standard curve and each sample was tested in duplicates. Amplicons were analyzed once on an agarose gel to assess the correct length of the amplicon and Sanger sequencing was conducted to confirm the amplification of the partial porcine kobuvirus polymerase gene. Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99.",
"Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99. Quantification of the viral loads was possible if the Cq-values of two qPCR replicates fell within the LDR of the assay. Both replicates had to be positive for a sample to be considered as positive.",
"Both replicates had to be positive for a sample to be considered as positive. If the Cq-values of specific amplicons have fallen behind the lowest point of the standard curve, the sample was considered positive but not quantifiable. Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets.",
"Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets. Upon characterization of the virome with the MinION, a longitudinal follow-up study was setup between August and September 2017. To warrant the health status of the pig stock, entrance to the farm was strictly regulated. Sampling was performed by the farmer.",
"Sampling was performed by the farmer. Detailed instructions and sampling materials were provided to the farmer. Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments.",
"Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments. Sample collection was approved by and done in accordance to the requirements of the Local Ethical Committee of the Faculty of Veterinary Medicine and Bioscience Engineering of Ghent University. One day after parturition of the sows, five litters were selected at random.",
"One day after parturition of the sows, five litters were selected at random. Within each litter, one piglet was identified for longitudinal follow-up during the entire suckling period. A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth.",
"A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth. The swab was placed immediately in 2 ml of viral transport medium phosphate buffered saline containing 1000 U/ml penicillin Continental Pharma, Puurs, Belgium , 1 mg/ml streptomycin Certa, Braine l′Alleud, Belgium , 1 mg/ml gentamicin Life Technologies and 0.01% v/v Fungizone Bristol-Myers Squibb, Braine l′Alleud, Belgium in a sterile 15 ml falcon tube Sarstedt and stored at −20 °C. Every week, samples were collected from the farm and transported to the Laboratory of Virology.",
"Every week, samples were collected from the farm and transported to the Laboratory of Virology. The farmer was asked to mark the tube of each sample for presence or absence of diarrheic signs. Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium.",
"Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium. Samples were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions and purified nucleic acids were eluted in 100 µl of AVE and stored at −70 °C until RT-qPCR analysis. RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab.",
"RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab. Furthermore, RVA and RVC shedding was assessed using previously described in-house RT-qPCR assays 25, 61 . Belgian suckling pigs.",
"Belgian suckling pigs. Fecal samples n = 44 of diarrheic suckling piglets less than 2 weeks old were sent to a private laboratory by veterinarians Dialab, Belsele, Belgium for etiological diagnosis, as described earlier. These samples were collected in 2014 and stored at −70 °C in the laboratory.",
"These samples were collected in 2014 and stored at −70 °C in the laboratory. They had previously been evaluated for the presence of rotaviruses using RT-qPCR 25 . RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies.",
"RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies. Samples with a quantifiable viral load were subjected to RT-PCR to amplify the 3D polymerase gene, after which Sanger sequencing was performed. The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674.",
"The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674. The sequences were used to conduct a multiple sequence alignment together with other porcine kobuvirus strains in MEGA 7 using the ClustalW plug-in 69 . A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 .",
"A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 . Tree editing was done using Affinity Designer Serif . Pairwise distances were calculated using the p-distance model in Mega with bootstrap values set at 500 replicates."
] | 1,666 | 5,288 |
Which q-score reads were eliminated from the analysis? | lower than 7 | [
"Enteric diseases in swine are often caused by different pathogens and thus metagenomics are a useful tool for diagnostics. The capacities of nanopore sequencing for viral diagnostics were investigated here. First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION.",
"First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION. Reads were already detected at 7 seconds after start of sequencing, resulting in high sequencing depths 19.2 to 103.5X after 3 h. Next, diarrheic feces of a one-week-old piglet was analyzed. Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome.",
"Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome. Contigs matched Bacteroides, Escherichia and Enterococcus phages. Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium.",
"Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium. Suckling piglets shed kobuvirus from one week of age, but an association between peak of viral shedding 10 6.42 –10 7.01 copies/swab and diarrheic signs was not observed during a follow-up study. Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets.",
"Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets. MinION enables rapid detection of enteric viruses. Such new methodologies will change diagnostics, but more extensive validations should be conducted.",
"Such new methodologies will change diagnostics, but more extensive validations should be conducted. The true enteric pathogenicity of porcine kobuvirus should be questioned, while its subclinical importance cannot be excluded. Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes.",
"Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes. Although standardized procedures have been developed to study viral metagenomes in fecal samples, they still require an extensive sample preparation, including random or targeted pre-amplification of viral genomes present in the sample 13 . Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective.",
"Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective. Performing the necessary analyses often results in long time periods between sample arrival and diagnostic reporting, since results can only be processed after finishing the sequencing run. Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis.",
"Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis. The flowcells used for sequencing consist of a membrane containing multiple CsgG nanopore proteins from Escherichia coli 14 . An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides.",
"An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides. This signal is converted into a nucleotide sequence by computational algorithms basecalling . Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 .",
"Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 . In the field of virology, the technology has mainly been applied in human medicine. Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 .",
"Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 . MinION has also been used as a diagnostic tool during recent Ebolavirus outbreaks in West Africa, allowing fast on-site characterization of circulating strains 17, 18 . Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 .",
"Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 . A multiplex PCR method for complete on-site Zikavirus genome sequencing in samples with low viral loads has recently been developed by Quick and coworkers 20 . Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 .",
"Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 . In veterinary virology, the use of nanopore sequencing is growing. A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 .",
"A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 . The entire genome of a parapoxvirus isolated from a seal was obtained by combining data from Illumina next-generation sequencing with nanopore sequencing data 23 . One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 .",
"One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 . To the author's knowledge, the present study is the first using MinION as an aid in porcine health management. This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes.",
"This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes. The ability to detect high loads of cell culture-grown rotavirus and coronavirus, mimicking shedding quantities observed in diarrheic piglets, was evaluated. In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated.",
"In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated. No gene-specific or random pre-amplification of viral nucleic acids was conducted to challenge the MinION's sensitivity. A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus.",
"A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus. Moreover, archival . fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium.",
"fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium. be performed for 243,313 reads with a mean length of 740 nucleotides. Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses.",
"Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses. Results of the sequencing run, including taxonomical classification and mapping of reads against PEDV and rotavirus A RVA reference genomes are shown in Fig. 1A .",
"1A . After 24 hours of sequencing, a total of 15,232 reads were classified as viral by sensitive tBLASTx comparison against a complete viral database. Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively.",
"Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively. A fraction of the reads 29.3%, n = 4,468 were assigned to order Caudovirales. These reads originated from the lambda phage DNA used in a previous control run on the same flowcell.",
"These reads originated from the lambda phage DNA used in a previous control run on the same flowcell. At 7.5 and 24.2 seconds after the start of sequencing, respectively, the first reads matching PEDV and RVA were translocated through a nanopore. Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig.",
"Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig. 1B . PEDV and RVA sequences were extracted from the dataset and mapped against viral reference genes to calculate sequencing depths over time Fig. 1C .",
"1C . After one hour, sequencing depths were higher for PEDV 43.0X than for RVA 4.9 to 22.1X . High sequencing depths were acquired after three hours of sequencing for PEDV 103.5X and for most RVA gene segments 19.2 to 48.2X . De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes.",
"De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes. This resulted in the recovery of the almost complete PEDV genome and RVA gene segments with identities varying between 95 and 99% compared to the reference genes Table 1 . Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 .",
"Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 . However, execution of de novo assembly prior to taxonomical classification tBLASTx reduced the time to identify entire viral genomes in the dataset. Virome composition of a young diarrheic piglet using nanopore sequencing.",
"Virome composition of a young diarrheic piglet using nanopore sequencing. A total of 30,088 reads were generated by sequencing the diarrheic fecal sample for three hours. Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses.",
"Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses. Different methods were used to compare the reads against a viral database using the HPC cluster of Ghent University and results are shown in Fig. 2 .",
"2 . Comparison against a complete viral database resulted in the detection of 6,781 to 8,677 potential viral reads, depending on the BLAST settings. BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx.",
"BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx. However, there was a very high difference between wall times on the HPC cluster, with only 26 seconds of analysis time for BLASTn, versus almost 24 hours for tBLASTx. The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads .",
"The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads . A de novo assembly was executed on the basecalled, quality filtered reads and the resulting contigs were used as input material for VirSorter analysis. Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig.",
"Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig. 2B . Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups.",
"Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups. Ten contigs showed moderate to high nucleotide similarities to the Bacteroides phage B124-14, suggesting that they all belonged to one phage genome. This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown .",
"This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown . The longest contig with a size of 39,069 nucleotides, together with four other contigs showed similarities 95% nt identity to different Escherichia phages. As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown .",
"As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown . Two contigs showed poor similarity to both the Enterococcus phage vB_EfaS_IME_196, isolated from hospital sewage in China from an Enterococcus faecalis strain, and the Enterococcus hirae bacterial genome. The latter might be a prophage inserted in the bacterial genome.",
"The latter might be a prophage inserted in the bacterial genome. Interestingly, three contigs were identified for which no similarities were found with existing viruses in GenBank, but contig 0105 mapped to the reference genome of the Enterococcus phage vB_EfaS_IME196 data not shown . These might be novel phages or divergent variants from existing phages present in GenBank.",
"These might be novel phages or divergent variants from existing phages present in GenBank. Three eukaryotic porcine viruses, porcine kobuvirus n = 18 to 22 reads , enterovirus G n = 5 to 9 reads and astrovirus n = 4 reads were found at much lower abundancies. The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae.",
"The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae. Kobuvirus reads were mapped against a European reference strain S-1/HUN/2007/Hungary, as shown in Fig. 2C . However, full-genome coverage at high sequencing depth was not obtained. Shedding of porcine kobuvirus and rotaviruses in suckling piglets.",
"Shedding of porcine kobuvirus and rotaviruses in suckling piglets. The shedding of porcine kobuvirus, RVA and rotavirus C RVC was quantitatively investigated in 5 suckling pigs of the same farm from which the diarrheic feces originated. The fecal shedding patterns of the different viruses and presence of diarrheic signs are shown in Fig. 3A .",
"3A . All piglets started shedding porcine kobuvirus at the end of the first week after parturition. In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification .",
"In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification . Peak shedding titers of the porcine kobuvirus varied between 6.42 and 7.01 log 10 copies/swab, which is generally lower than peak shedding observed for typical enteric viruses such as rotavirus and PEDV. Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm.",
"Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm. Diarrheic signs were only noticed in two piglets A and B . In piglet B, an association between high RVC shedding and diarrheic episodes was observed.",
"In piglet B, an association between high RVC shedding and diarrheic episodes was observed. In contrast, there was no direct association between peak shedding of kobuvirus and diarrheic episodes. Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing.",
"Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing. This animal died shortly hereafter, but it was unclear if this can be attributable to the kobuvirus infection. Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine.",
"Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine. Retrospective analysis of porcine kobuviruses shedding in Belgian diarrheic suckling pigs and phylogenetic analysis. A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR.",
"A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR. Of these, 25 samples 56.8% tested positive and 18 samples showed quantifiable viral loads 4.31 to 6.83 log 10 copies/swab . Seven samples were positive, but viral loads were too low to allow accurate quantification.",
"Seven samples were positive, but viral loads were too low to allow accurate quantification. The presence of RVA and RVC had been quantitatively assessed in these samples in a previous study and the occurrence of co-infections between rotaviruses and kobuvirus is shown in Fig. 3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples.",
"3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples. Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed.",
"Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed. A single RVC infection was found in seven samples and in four of these tested positive for kobuvirus at high loads 4.31 to 5.59 log 10 copies/g . A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads.",
"A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads. Many n = 10 of the rotavirus-negative samples contained high kobuvirus loads. Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% .",
"Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% . Furthermore, there was a high level of genetic variability between the 2014 Belgian porcine kobuvirus isolates, with nucleotide sequence identities ranging between 90.1 and 97.2%. A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig.",
"A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig. 3C , shows the Belgian strains clustering between strains from different geographical locations. Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools.",
"Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools. Veterinarians are restricted to a short list of known viruses, bacteria, parasites and management factors to define a differential diagnosis. Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results.",
"Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results. However, metagenomics studies have indicated the existence of viral enteric disease complexes, potentially involving multiple known and novel viruses 3, 4, 6, 7, 9, 10 . Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample.",
"Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample. However, most NGS platforms require large investments and processing of the reads can only start at the end of the sequencing run. Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 .",
"Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 . Furthermore, the amount of viral nucleic acids in a sample is very low, requiring targeted or random amplification of these genomes before NGS analysis. Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss.",
"Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss. All these factors lead to a long turnover time between sample collection and diagnostic reporting. The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids.",
"The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids. It was the aim of the present study to evaluate this technology for use as a rapid tool for porcine viral enteric disease complex identification, without the conduction of viral nucleic acid amplification. In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets.",
"In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets. Sequencing of this pooled sample with the MinION resulted in rapid identification of both viruses. Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 .",
"Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 . Interestingly, the first reads matching PEDV and RVA were generated respectively after 7 and 24 seconds of sequencing. High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X .",
"High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X . Overall, higher sequencing depths were generated for PEDV that could indicate that sequencing of longer viral genomes is favored over smaller gene segments, as PEDV has a genome size of approximately 28 kb, and RVA gene segments are shorter 0.6 to 3.3 kb . This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids.",
"This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids. It can be hypothesized that adapters are more easily attached to longer DNA fragments, and bias should be avoided by standardization of viral nucleic acid input length. Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available.",
"Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available. While the technology can be useful for giving fast readouts of viruses <3 hours present in a sample, thorough validation, using well-defined virus stocks, spiking experiments in matrices e.g. feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed.",
"feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed. Furthermore, the accuracy of the technology needs further improvement, as error rates of contigs from de novo assemblies still ranged between 1 and 5%, hindering the precise analysis of subtle but important mutations in the viral genome. After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet.",
"After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet. Real-time PCR analyses were conducted for RVA, RVC, PEDV and TGEV. Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 .",
"Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 . Viral metagenomics was conducted on this sample using the MinION and two different BLAST search algorithms were used to taxonomically identify the reads by comparing them against a complete viral database. Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted.",
"Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted. However, BLASTn search options also reached high sensitivity, but at much lower time cost: 26 seconds instead of almost 24 hours. For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used.",
"For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used. However, tBLASTx might pick up more divergent or novel viruses, improving overall sensitivity. Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079.",
"Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079. Astro-and enteroviruses have been detected earlier in both diarrheic and non-diarrheic feces of Belgian pigs and in feces from pigs around the globe 9,10,27 . In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant.",
"In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant. Also other studies have shown that the role of porcine astrovirus in the pathogenesis of pig diarrhea is not completely clear 28 . In contrast, associations between diarrhea and human astrovirus infections have been made 29 .",
"In contrast, associations between diarrhea and human astrovirus infections have been made 29 . A recent study in 5 European countries Hungary, Spain, Germany, Austria and Sweden have indicated the widespread of porcine astroviruses in the swine population. A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain.",
"A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain. Porcine astroviruses have recently also been linked to outbreaks of neurological disorders in weaned piglets from Hungary, and in 5-week-old pigs and sows in the United States 30, 31 . The gut might be a hypothetical entry port for such neurological astrovirus infections.",
"The gut might be a hypothetical entry port for such neurological astrovirus infections. Enteroviruses have been more generally linked to neurological disorders in pigs, although they are commonly found in feces as well 11, 12, . In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 .",
"In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 . The involvement of both astro-and enteroviruses in the pathogenesis of enteric disorders might be questioned here, but cannot be completely ruled out. Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads.",
"Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads. However, reporting of a porcine kobuvirus in Belgian piglets with MinION is unique. In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 .",
"In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 . In the present study, a novel RT-qPCR assay, targeting the conserved 3D gene encoding the RNA-dependent-RNA-polymerase, was developed and used to assess, for the first time, longitudinal quantitative shedding kinetics of porcine kobuvirus in pigs under field conditions. Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed.",
"Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed. In one pig, an association was made between diarrheic episodes and the peak of rotavirus C shedding, a well-known enteric pathogen 37, 38 . Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus .",
"Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus . Similar viral loads for porcine kobuvirus were also found in case 4.60 ± 1.76 copies/qPCR reaction and control pigs 4.79 ± 1.72 copies/qPCR reaction during a recent Danish study to evaluate the role of viruses in the pathogenesis of the new neonatal porcine diarrhea syndrome. The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 .",
"The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 . The finding of low kobuvirus loads in feces casts doubt over the true enteric pathogenic tropism of the virus. Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut.",
"Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut. The presence of kobuvirus RNA in serum has also been demonstrated in Hungarian pigs, but it was not known if the virus is also replicating in other organs 43 . Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission.",
"Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission. Highest rates of infection were observed in suckling piglets, compared to older pigs, in other countries . In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections.",
"In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections. A 2011 Brazilian study demonstrated the presence of kobuvirus RNA in serum from 3-day-old piglets, which had disappeared by day 21, indicating viral clearance from the blood and excluding systemic persistence 45 . A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus.",
"A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus. Such subclinical, yet immunosuppressive, properties have been attributed to the economically important swine pathogen porcine circovirus 47 . Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death.",
"Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death. In vivo animal experiments in a model of neonatal, conventional kobuvirus-negative piglets should be conducted to elucidate the pathogenesis of porcine kobuviruses. Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells.",
"Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells. There was no evidence of cytopathogenic effect after several days of incubation. Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | .",
"Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | . 8:9830 | DOI:10.1038/s41598-018-28180-9 evident cytopathogenic effect cannot be ruled out. Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available.",
"Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available. To assess more broadly the prevalence of kobuvirus in the Belgian swine industry, a retrospective analysis of diarrheic samples from suckling piglets less than two weeks old was conducted. A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces.",
"A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces. Viral loads found were thus comparable to the loads excreted by piglets in the longitudinal analysis and the above-mentioned study from Denmark, demonstrating the endemic presence of the virus in the Belgian swine population 42 . In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made.",
"In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made. However, the prevalence of kobuvirus has been widely described in pigs from several European countries The Netherlands 16.7% , Slovakia 63.4% , Hungary 81.0% , Czech Republic 87.3% , Austria 46.2% , Italy 52.4% , Germany 54.5% and Sweden 45.0% , American countries The United States 21.9% and Brazil 53.0% , African countries Kenya 14.9% and Uganda 15.5% and Asian countries Thailand 99% , South Korea 52.1% and Vietnam 29.3% . In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 .",
"In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 . Indeed, it is difficult to make correlations between prevalence of the virus and diarrhea, as the pathogenicity of the virus could be largely influenced by other factors such as co-infections with other enteric viruses, microbiota and management factors. Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%.",
"Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%. Furthermore, they clustered diffusely between strains from different countries around the world, indicating that strains are not distinguishable based on their geographical origin. Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease.",
"Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease. De novo assembled contigs were analyzed using VirSorter, a software package for mining viral signals from microbial genomic data. Such tools allow maximizing the possibility of detecting dsDNA phages 54 .",
"Such tools allow maximizing the possibility of detecting dsDNA phages 54 . Several contigs showed high similarities to the Bacteroides phage B124-14, found in municipal wastewater and human fecal samples. It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 .",
"It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 . The finding of several contigs, genetically similar to phage B124 and likely belonging to one phage genome, indicates that this phage found in the pig fecal sample may also replicate in the microbiome of the young pig gut and not solely in humans. However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies.",
"However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies. Interestingly, several of the contigs found also showed similarities to Escherichia phages. Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli.",
"Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli. Electron microscopic images of the phages PhAPEC5 and PhAPEC7 indicated that they belonged to the family Podoviridae 57 . Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 .",
"Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 . Finally, one contig showed limited similarity to an Enterococcus phage, isolated from hospital sewage in China, while a last contig showed moderate similaraties to the bacterial Enterococcus hirae genome. This region may be a prophage, inserted in the bacterial genome.",
"This region may be a prophage, inserted in the bacterial genome. The phages found in this piglet may have reshaped the gut microbiota, allowing opportunistic bacteria such as Enterococcus hirae to proliferate and to start secreting toxins. It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins.",
"It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins. The new neonatal diarrhea syndrome described above shows high similarities to the disease described in the case 17V079 and it may be that bacteriophages are involved in the pathogenesis of this syndrome. So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies.",
"So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies. It is clear that new technologies will change the way diagnostics are be performed in the near future. Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant.",
"Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant. Complete overviews of all viruses and other pathogens in a sample will be given in a single readout instead of requiring different diagnostic assays. However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians.",
"However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians. Viruses. Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml.",
"Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml. The nucleotide sequences of the 11 gene segments of this strain were resolved earlier using Sanger sequencing GenBank accession numbers: KM82070 VP1 , KM820707 VP2 , KM827014 VP3 , KM820720 VP4 , KM820728 VP6 , KM820735 VP7 , KM820742 NSP1 , KM820672 NSP2 , KM820679 NSP3 , KM820686 NSP4 and KM820693 NSP5 59 . A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 .",
"A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 . In our Laboratory, the virus was grown to an infectious virus titer of 10 6.0 CCID 50 /ml GenBank accession number: AF353511 . Origin of a fecal sample from diarrheic suckling piglets.",
"Origin of a fecal sample from diarrheic suckling piglets. A diarrheic fecal sample was collected from a Belgian pig on a farm housing a total of 620 sows and using a 2-week batch-production system, with a weaning age of 23 days. Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra .",
"Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra . Rotavirus A vaccination was done off-label with an inactivated bovine rotavirus A vaccine Lactovac, Zoetis . Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed.",
"Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed. Since the spring of 2017, enteric disease started causing more severe problems accompanied with mortality on this farm, mainly in 7-days-old suckling piglets. A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079.",
"A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079. No virological cause was found to explain the diarrheic problems on the farm. The only isolated bacterium was Enterococcus hirae. This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine .",
"This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine . No other pathogens were found in this sample. As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis.",
"As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis. The sample tested negative for RVA, RVC, PEDV and TGEV using in-house RT-qPCR assays 25, 61, 62 . Therefore, it was decided to perform a metagenomics analysis with MinION described in this study.",
"Therefore, it was decided to perform a metagenomics analysis with MinION described in this study. Purification of viral nucleic acids. First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 .",
"First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 . MinION analyses of cell culture grown viruses RVA and PEDV were conducted at the Laboratory of Clinical Virology Rega Institute, KU Leuven , whereas the diarrheic fecal sample was analyzed at the Laboratory of Virology Faculty of Veterinary Medicine, Ghent University . RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min.",
"RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min. The supernatant of both suspensions was diluted to 6 log 10 CCID 50 /ml and 500 µl of each suspension was mixed to reach an equal concentration of both viruses. This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 .",
"This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 . Fourteen microliters of EDTA were added to stop the reaction, followed by extraction of nucleic acids from the viral particles using the QIAamp Viral RNA Mini Kit Qiagen . The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract.",
"The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract. The diarrheic fecal sample 17V079 was processed similarly as the cell culture grown viruses, with some minor modifications. A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged.",
"A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged. The supernatant was filtered through a 0.45 µm syringe filter Sarstedt and treated with Benzonase Nuclease for 1 hour to speed up the diagnostic pipeline. Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA.",
"Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA. Elution was done in a volume of 50 µl. cDNA and second strand synthesis for nanopore sequencing.",
"cDNA and second strand synthesis for nanopore sequencing. Nucleic acids were heated at 95 °C for 2 min and chilled on ice to resolve secondary RNA structures and to denature double-stranded RNA. Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA.",
"Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA. Ten microliters of template nucleic acids were mixed with 0.5 µl random hexamer primers Random Primer 6, New England Biolabs , 1 µl dNTP mix NEB and 2.5 µl nuclease-free water. Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl.",
"Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl. The reaction conditions were as follows: 23 °C for 10 min, 50 °C for 10 min, 80 °C for 10 min and an infinite hold step at 10 °C. A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB .",
"A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB . Twenty microliters cDNA reaction mixture were added to 10 µl NEBNext Second Strand Synthesis Reaction Buffer, 5 µl NEBNext Second Strand Synthesis Enzyme Mix and 45 µl nuclease-free water 80 µl total reaction volume . Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter .",
"Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter . Two washing steps with freshly prepared 70% ethanol were conducted before eluting in 52 µl nuclease-free water. Nanopore sequencing library preparation.",
"Nanopore sequencing library preparation. A deoxyadenosine was ligated to the 3′-end of double-stranded nucleic acids to allow binding of complimentary sequencing adapters. Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min.",
"Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min. Next, nucleic acids were purified using 60 µl AMPure XP Beads and eluted in 31 µl nuclease-free water. Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids.",
"Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids. End-prepped DNA 30 µl was mixed with 20 µl adapter mix AMX, ONT and 50 µl Blunt/TA Ligation Master Mix New England Biolabs in a total reaction volume of 100 µl and incubated at room temperature for 10 min. The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads.",
"The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads. Two washing steps were conducted using 140 µl Adapter Bead Binding Buffer ABB, ONT before eluting in 15 µl of Elution Buffer ELB, ONT . EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water.",
"EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water. Sequencing was done using the software programme MinKNOW software ONT . Bio-informatics analyses. Raw reads were produced by MinKNOW. Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5.",
"Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5. In the second experiment, basecalling was done after the sequencing run using Albacore version 1.2.5., ONT . Quality scores and read lengths were visualized using NanoPlot, followed by quality filtering with NanoFilt 63 . Reads with a q-score lower than 7 were omitted.",
"Reads with a q-score lower than 7 were omitted. Sequences were then analyzed using different BLAST methods including BLASTn and tBLASTx BLAST version 2.6.0; e-value cut-off 1e −3 -1e −10 to compare sensitivity and run-times to detect viral sequences among the reads. A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 .",
"A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 . The best hit lowest e-value was visualized using KronaTools 64 . Reads matching viruses were extracted using Seqtk and used in downstream analyses.",
"Reads matching viruses were extracted using Seqtk and used in downstream analyses. GraphMap version 0.5.2 and Samtools version 1.6 were used for mapping of reads against reference sequences, while Canu 1.6 was used for de novo assembly of viral genomes . VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 .",
"VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 . Bio-informatics analyses were executed on a local computer cluster and the high-performance computing facilities of Ghent University. The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.",
"The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request. Sanger sequencing of porcine kobuvirus polymerase gene. A porcine kobuvirus was discovered in the sample 17V079 using the MinION.",
"A porcine kobuvirus was discovered in the sample 17V079 using the MinION. The sequence of the 3D gene of porcine kobuvirus encodes the polymerase and is considered to be most conserved among different strains. The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION.",
"The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION. RT-PCR was executed using the OneStep RT-PCR Kit Qiagen with the newly designed primers Kobu_6049Fw and Kobu_7524Rv IDT DNA Technologies Table 2 . The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl .",
"The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl . RT-PCR conditions were as follows: 50 °C for 30 min, 95 °C for 15 min, followed by 30 cycles of amplification 94 °C for 30 s, 50 °C for 30 s and 72° for 90 s and a final extension step at 72 °C for 1 min. Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel.",
"Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel. Electrophoresis was conducted for 30 min at 100 V and PCR product was visualized by ethidium bromide staining and UV light. The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system.",
"The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system. Quality control of the raw chromatograms was done using 4Peaks Nucleobytes BV, The Netherlands and BLASTn NCBI, United States . Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets.",
"Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets. Each RT-qPCR reaction consisted of 10 µl PrecisionPlus OneStep qRT-PCR Mastermix containing SYBR Green, ROX and an inert blue pipetting dye Primerdesign, Southampton, United Kingdom , 0.4 µl of each primer 200 nM and 6.2 µl nuclease-free water. Three microliters of template RNA or water were added to each tube containing 17 µl mastermix.",
"Three microliters of template RNA or water were added to each tube containing 17 µl mastermix. A synthetic RNA positive control 175nt was generated by RT-PCR using the primers Kobu3D_qPCR +T7_Fw and Kobu3D_qPCR_Rv, followed by in vitro transcription of this PCR product using a T7 RNA polymerase. The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction.",
"The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction. Reaction conditions were as follows: 55 °C for 10 min and 95 °C for 2 min, followed by 40 cycles of denaturation 95 °C for 10 s and annealing 58 °C for 60 s . Detection of SYBR Green fluorescence was done at the end of each annealing phase.",
"Detection of SYBR Green fluorescence was done at the end of each annealing phase. A melt curve analysis was executed to assess specificity of the amplicons generated. Each dilution point in the standard curve and each sample was tested in duplicates.",
"Each dilution point in the standard curve and each sample was tested in duplicates. Amplicons were analyzed once on an agarose gel to assess the correct length of the amplicon and Sanger sequencing was conducted to confirm the amplification of the partial porcine kobuvirus polymerase gene. Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99.",
"Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99. Quantification of the viral loads was possible if the Cq-values of two qPCR replicates fell within the LDR of the assay. Both replicates had to be positive for a sample to be considered as positive.",
"Both replicates had to be positive for a sample to be considered as positive. If the Cq-values of specific amplicons have fallen behind the lowest point of the standard curve, the sample was considered positive but not quantifiable. Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets.",
"Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets. Upon characterization of the virome with the MinION, a longitudinal follow-up study was setup between August and September 2017. To warrant the health status of the pig stock, entrance to the farm was strictly regulated. Sampling was performed by the farmer.",
"Sampling was performed by the farmer. Detailed instructions and sampling materials were provided to the farmer. Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments.",
"Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments. Sample collection was approved by and done in accordance to the requirements of the Local Ethical Committee of the Faculty of Veterinary Medicine and Bioscience Engineering of Ghent University. One day after parturition of the sows, five litters were selected at random.",
"One day after parturition of the sows, five litters were selected at random. Within each litter, one piglet was identified for longitudinal follow-up during the entire suckling period. A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth.",
"A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth. The swab was placed immediately in 2 ml of viral transport medium phosphate buffered saline containing 1000 U/ml penicillin Continental Pharma, Puurs, Belgium , 1 mg/ml streptomycin Certa, Braine l′Alleud, Belgium , 1 mg/ml gentamicin Life Technologies and 0.01% v/v Fungizone Bristol-Myers Squibb, Braine l′Alleud, Belgium in a sterile 15 ml falcon tube Sarstedt and stored at −20 °C. Every week, samples were collected from the farm and transported to the Laboratory of Virology.",
"Every week, samples were collected from the farm and transported to the Laboratory of Virology. The farmer was asked to mark the tube of each sample for presence or absence of diarrheic signs. Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium.",
"Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium. Samples were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions and purified nucleic acids were eluted in 100 µl of AVE and stored at −70 °C until RT-qPCR analysis. RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab.",
"RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab. Furthermore, RVA and RVC shedding was assessed using previously described in-house RT-qPCR assays 25, 61 . Belgian suckling pigs.",
"Belgian suckling pigs. Fecal samples n = 44 of diarrheic suckling piglets less than 2 weeks old were sent to a private laboratory by veterinarians Dialab, Belsele, Belgium for etiological diagnosis, as described earlier. These samples were collected in 2014 and stored at −70 °C in the laboratory.",
"These samples were collected in 2014 and stored at −70 °C in the laboratory. They had previously been evaluated for the presence of rotaviruses using RT-qPCR 25 . RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies.",
"RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies. Samples with a quantifiable viral load were subjected to RT-PCR to amplify the 3D polymerase gene, after which Sanger sequencing was performed. The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674.",
"The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674. The sequences were used to conduct a multiple sequence alignment together with other porcine kobuvirus strains in MEGA 7 using the ClustalW plug-in 69 . A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 .",
"A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 . Tree editing was done using Affinity Designer Serif . Pairwise distances were calculated using the p-distance model in Mega with bootstrap values set at 500 replicates."
] | 1,666 | 5,289 |
What was the mean length of the sequenced read? | 816 nt | [
"Enteric diseases in swine are often caused by different pathogens and thus metagenomics are a useful tool for diagnostics. The capacities of nanopore sequencing for viral diagnostics were investigated here. First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION.",
"First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION. Reads were already detected at 7 seconds after start of sequencing, resulting in high sequencing depths 19.2 to 103.5X after 3 h. Next, diarrheic feces of a one-week-old piglet was analyzed. Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome.",
"Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome. Contigs matched Bacteroides, Escherichia and Enterococcus phages. Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium.",
"Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium. Suckling piglets shed kobuvirus from one week of age, but an association between peak of viral shedding 10 6.42 –10 7.01 copies/swab and diarrheic signs was not observed during a follow-up study. Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets.",
"Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets. MinION enables rapid detection of enteric viruses. Such new methodologies will change diagnostics, but more extensive validations should be conducted.",
"Such new methodologies will change diagnostics, but more extensive validations should be conducted. The true enteric pathogenicity of porcine kobuvirus should be questioned, while its subclinical importance cannot be excluded. Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes.",
"Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes. Although standardized procedures have been developed to study viral metagenomes in fecal samples, they still require an extensive sample preparation, including random or targeted pre-amplification of viral genomes present in the sample 13 . Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective.",
"Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective. Performing the necessary analyses often results in long time periods between sample arrival and diagnostic reporting, since results can only be processed after finishing the sequencing run. Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis.",
"Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis. The flowcells used for sequencing consist of a membrane containing multiple CsgG nanopore proteins from Escherichia coli 14 . An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides.",
"An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides. This signal is converted into a nucleotide sequence by computational algorithms basecalling . Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 .",
"Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 . In the field of virology, the technology has mainly been applied in human medicine. Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 .",
"Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 . MinION has also been used as a diagnostic tool during recent Ebolavirus outbreaks in West Africa, allowing fast on-site characterization of circulating strains 17, 18 . Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 .",
"Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 . A multiplex PCR method for complete on-site Zikavirus genome sequencing in samples with low viral loads has recently been developed by Quick and coworkers 20 . Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 .",
"Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 . In veterinary virology, the use of nanopore sequencing is growing. A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 .",
"A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 . The entire genome of a parapoxvirus isolated from a seal was obtained by combining data from Illumina next-generation sequencing with nanopore sequencing data 23 . One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 .",
"One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 . To the author's knowledge, the present study is the first using MinION as an aid in porcine health management. This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes.",
"This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes. The ability to detect high loads of cell culture-grown rotavirus and coronavirus, mimicking shedding quantities observed in diarrheic piglets, was evaluated. In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated.",
"In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated. No gene-specific or random pre-amplification of viral nucleic acids was conducted to challenge the MinION's sensitivity. A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus.",
"A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus. Moreover, archival . fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium.",
"fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium. be performed for 243,313 reads with a mean length of 740 nucleotides. Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses.",
"Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses. Results of the sequencing run, including taxonomical classification and mapping of reads against PEDV and rotavirus A RVA reference genomes are shown in Fig. 1A .",
"1A . After 24 hours of sequencing, a total of 15,232 reads were classified as viral by sensitive tBLASTx comparison against a complete viral database. Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively.",
"Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively. A fraction of the reads 29.3%, n = 4,468 were assigned to order Caudovirales. These reads originated from the lambda phage DNA used in a previous control run on the same flowcell.",
"These reads originated from the lambda phage DNA used in a previous control run on the same flowcell. At 7.5 and 24.2 seconds after the start of sequencing, respectively, the first reads matching PEDV and RVA were translocated through a nanopore. Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig.",
"Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig. 1B . PEDV and RVA sequences were extracted from the dataset and mapped against viral reference genes to calculate sequencing depths over time Fig. 1C .",
"1C . After one hour, sequencing depths were higher for PEDV 43.0X than for RVA 4.9 to 22.1X . High sequencing depths were acquired after three hours of sequencing for PEDV 103.5X and for most RVA gene segments 19.2 to 48.2X . De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes.",
"De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes. This resulted in the recovery of the almost complete PEDV genome and RVA gene segments with identities varying between 95 and 99% compared to the reference genes Table 1 . Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 .",
"Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 . However, execution of de novo assembly prior to taxonomical classification tBLASTx reduced the time to identify entire viral genomes in the dataset. Virome composition of a young diarrheic piglet using nanopore sequencing.",
"Virome composition of a young diarrheic piglet using nanopore sequencing. A total of 30,088 reads were generated by sequencing the diarrheic fecal sample for three hours. Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses.",
"Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses. Different methods were used to compare the reads against a viral database using the HPC cluster of Ghent University and results are shown in Fig. 2 .",
"2 . Comparison against a complete viral database resulted in the detection of 6,781 to 8,677 potential viral reads, depending on the BLAST settings. BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx.",
"BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx. However, there was a very high difference between wall times on the HPC cluster, with only 26 seconds of analysis time for BLASTn, versus almost 24 hours for tBLASTx. The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads .",
"The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads . A de novo assembly was executed on the basecalled, quality filtered reads and the resulting contigs were used as input material for VirSorter analysis. Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig.",
"Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig. 2B . Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups.",
"Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups. Ten contigs showed moderate to high nucleotide similarities to the Bacteroides phage B124-14, suggesting that they all belonged to one phage genome. This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown .",
"This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown . The longest contig with a size of 39,069 nucleotides, together with four other contigs showed similarities 95% nt identity to different Escherichia phages. As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown .",
"As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown . Two contigs showed poor similarity to both the Enterococcus phage vB_EfaS_IME_196, isolated from hospital sewage in China from an Enterococcus faecalis strain, and the Enterococcus hirae bacterial genome. The latter might be a prophage inserted in the bacterial genome.",
"The latter might be a prophage inserted in the bacterial genome. Interestingly, three contigs were identified for which no similarities were found with existing viruses in GenBank, but contig 0105 mapped to the reference genome of the Enterococcus phage vB_EfaS_IME196 data not shown . These might be novel phages or divergent variants from existing phages present in GenBank.",
"These might be novel phages or divergent variants from existing phages present in GenBank. Three eukaryotic porcine viruses, porcine kobuvirus n = 18 to 22 reads , enterovirus G n = 5 to 9 reads and astrovirus n = 4 reads were found at much lower abundancies. The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae.",
"The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae. Kobuvirus reads were mapped against a European reference strain S-1/HUN/2007/Hungary, as shown in Fig. 2C . However, full-genome coverage at high sequencing depth was not obtained. Shedding of porcine kobuvirus and rotaviruses in suckling piglets.",
"Shedding of porcine kobuvirus and rotaviruses in suckling piglets. The shedding of porcine kobuvirus, RVA and rotavirus C RVC was quantitatively investigated in 5 suckling pigs of the same farm from which the diarrheic feces originated. The fecal shedding patterns of the different viruses and presence of diarrheic signs are shown in Fig. 3A .",
"3A . All piglets started shedding porcine kobuvirus at the end of the first week after parturition. In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification .",
"In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification . Peak shedding titers of the porcine kobuvirus varied between 6.42 and 7.01 log 10 copies/swab, which is generally lower than peak shedding observed for typical enteric viruses such as rotavirus and PEDV. Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm.",
"Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm. Diarrheic signs were only noticed in two piglets A and B . In piglet B, an association between high RVC shedding and diarrheic episodes was observed.",
"In piglet B, an association between high RVC shedding and diarrheic episodes was observed. In contrast, there was no direct association between peak shedding of kobuvirus and diarrheic episodes. Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing.",
"Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing. This animal died shortly hereafter, but it was unclear if this can be attributable to the kobuvirus infection. Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine.",
"Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine. Retrospective analysis of porcine kobuviruses shedding in Belgian diarrheic suckling pigs and phylogenetic analysis. A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR.",
"A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR. Of these, 25 samples 56.8% tested positive and 18 samples showed quantifiable viral loads 4.31 to 6.83 log 10 copies/swab . Seven samples were positive, but viral loads were too low to allow accurate quantification.",
"Seven samples were positive, but viral loads were too low to allow accurate quantification. The presence of RVA and RVC had been quantitatively assessed in these samples in a previous study and the occurrence of co-infections between rotaviruses and kobuvirus is shown in Fig. 3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples.",
"3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples. Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed.",
"Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed. A single RVC infection was found in seven samples and in four of these tested positive for kobuvirus at high loads 4.31 to 5.59 log 10 copies/g . A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads.",
"A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads. Many n = 10 of the rotavirus-negative samples contained high kobuvirus loads. Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% .",
"Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% . Furthermore, there was a high level of genetic variability between the 2014 Belgian porcine kobuvirus isolates, with nucleotide sequence identities ranging between 90.1 and 97.2%. A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig.",
"A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig. 3C , shows the Belgian strains clustering between strains from different geographical locations. Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools.",
"Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools. Veterinarians are restricted to a short list of known viruses, bacteria, parasites and management factors to define a differential diagnosis. Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results.",
"Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results. However, metagenomics studies have indicated the existence of viral enteric disease complexes, potentially involving multiple known and novel viruses 3, 4, 6, 7, 9, 10 . Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample.",
"Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample. However, most NGS platforms require large investments and processing of the reads can only start at the end of the sequencing run. Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 .",
"Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 . Furthermore, the amount of viral nucleic acids in a sample is very low, requiring targeted or random amplification of these genomes before NGS analysis. Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss.",
"Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss. All these factors lead to a long turnover time between sample collection and diagnostic reporting. The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids.",
"The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids. It was the aim of the present study to evaluate this technology for use as a rapid tool for porcine viral enteric disease complex identification, without the conduction of viral nucleic acid amplification. In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets.",
"In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets. Sequencing of this pooled sample with the MinION resulted in rapid identification of both viruses. Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 .",
"Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 . Interestingly, the first reads matching PEDV and RVA were generated respectively after 7 and 24 seconds of sequencing. High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X .",
"High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X . Overall, higher sequencing depths were generated for PEDV that could indicate that sequencing of longer viral genomes is favored over smaller gene segments, as PEDV has a genome size of approximately 28 kb, and RVA gene segments are shorter 0.6 to 3.3 kb . This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids.",
"This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids. It can be hypothesized that adapters are more easily attached to longer DNA fragments, and bias should be avoided by standardization of viral nucleic acid input length. Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available.",
"Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available. While the technology can be useful for giving fast readouts of viruses <3 hours present in a sample, thorough validation, using well-defined virus stocks, spiking experiments in matrices e.g. feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed.",
"feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed. Furthermore, the accuracy of the technology needs further improvement, as error rates of contigs from de novo assemblies still ranged between 1 and 5%, hindering the precise analysis of subtle but important mutations in the viral genome. After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet.",
"After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet. Real-time PCR analyses were conducted for RVA, RVC, PEDV and TGEV. Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 .",
"Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 . Viral metagenomics was conducted on this sample using the MinION and two different BLAST search algorithms were used to taxonomically identify the reads by comparing them against a complete viral database. Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted.",
"Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted. However, BLASTn search options also reached high sensitivity, but at much lower time cost: 26 seconds instead of almost 24 hours. For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used.",
"For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used. However, tBLASTx might pick up more divergent or novel viruses, improving overall sensitivity. Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079.",
"Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079. Astro-and enteroviruses have been detected earlier in both diarrheic and non-diarrheic feces of Belgian pigs and in feces from pigs around the globe 9,10,27 . In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant.",
"In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant. Also other studies have shown that the role of porcine astrovirus in the pathogenesis of pig diarrhea is not completely clear 28 . In contrast, associations between diarrhea and human astrovirus infections have been made 29 .",
"In contrast, associations between diarrhea and human astrovirus infections have been made 29 . A recent study in 5 European countries Hungary, Spain, Germany, Austria and Sweden have indicated the widespread of porcine astroviruses in the swine population. A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain.",
"A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain. Porcine astroviruses have recently also been linked to outbreaks of neurological disorders in weaned piglets from Hungary, and in 5-week-old pigs and sows in the United States 30, 31 . The gut might be a hypothetical entry port for such neurological astrovirus infections.",
"The gut might be a hypothetical entry port for such neurological astrovirus infections. Enteroviruses have been more generally linked to neurological disorders in pigs, although they are commonly found in feces as well 11, 12, . In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 .",
"In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 . The involvement of both astro-and enteroviruses in the pathogenesis of enteric disorders might be questioned here, but cannot be completely ruled out. Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads.",
"Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads. However, reporting of a porcine kobuvirus in Belgian piglets with MinION is unique. In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 .",
"In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 . In the present study, a novel RT-qPCR assay, targeting the conserved 3D gene encoding the RNA-dependent-RNA-polymerase, was developed and used to assess, for the first time, longitudinal quantitative shedding kinetics of porcine kobuvirus in pigs under field conditions. Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed.",
"Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed. In one pig, an association was made between diarrheic episodes and the peak of rotavirus C shedding, a well-known enteric pathogen 37, 38 . Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus .",
"Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus . Similar viral loads for porcine kobuvirus were also found in case 4.60 ± 1.76 copies/qPCR reaction and control pigs 4.79 ± 1.72 copies/qPCR reaction during a recent Danish study to evaluate the role of viruses in the pathogenesis of the new neonatal porcine diarrhea syndrome. The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 .",
"The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 . The finding of low kobuvirus loads in feces casts doubt over the true enteric pathogenic tropism of the virus. Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut.",
"Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut. The presence of kobuvirus RNA in serum has also been demonstrated in Hungarian pigs, but it was not known if the virus is also replicating in other organs 43 . Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission.",
"Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission. Highest rates of infection were observed in suckling piglets, compared to older pigs, in other countries . In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections.",
"In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections. A 2011 Brazilian study demonstrated the presence of kobuvirus RNA in serum from 3-day-old piglets, which had disappeared by day 21, indicating viral clearance from the blood and excluding systemic persistence 45 . A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus.",
"A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus. Such subclinical, yet immunosuppressive, properties have been attributed to the economically important swine pathogen porcine circovirus 47 . Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death.",
"Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death. In vivo animal experiments in a model of neonatal, conventional kobuvirus-negative piglets should be conducted to elucidate the pathogenesis of porcine kobuviruses. Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells.",
"Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells. There was no evidence of cytopathogenic effect after several days of incubation. Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | .",
"Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | . 8:9830 | DOI:10.1038/s41598-018-28180-9 evident cytopathogenic effect cannot be ruled out. Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available.",
"Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available. To assess more broadly the prevalence of kobuvirus in the Belgian swine industry, a retrospective analysis of diarrheic samples from suckling piglets less than two weeks old was conducted. A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces.",
"A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces. Viral loads found were thus comparable to the loads excreted by piglets in the longitudinal analysis and the above-mentioned study from Denmark, demonstrating the endemic presence of the virus in the Belgian swine population 42 . In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made.",
"In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made. However, the prevalence of kobuvirus has been widely described in pigs from several European countries The Netherlands 16.7% , Slovakia 63.4% , Hungary 81.0% , Czech Republic 87.3% , Austria 46.2% , Italy 52.4% , Germany 54.5% and Sweden 45.0% , American countries The United States 21.9% and Brazil 53.0% , African countries Kenya 14.9% and Uganda 15.5% and Asian countries Thailand 99% , South Korea 52.1% and Vietnam 29.3% . In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 .",
"In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 . Indeed, it is difficult to make correlations between prevalence of the virus and diarrhea, as the pathogenicity of the virus could be largely influenced by other factors such as co-infections with other enteric viruses, microbiota and management factors. Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%.",
"Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%. Furthermore, they clustered diffusely between strains from different countries around the world, indicating that strains are not distinguishable based on their geographical origin. Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease.",
"Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease. De novo assembled contigs were analyzed using VirSorter, a software package for mining viral signals from microbial genomic data. Such tools allow maximizing the possibility of detecting dsDNA phages 54 .",
"Such tools allow maximizing the possibility of detecting dsDNA phages 54 . Several contigs showed high similarities to the Bacteroides phage B124-14, found in municipal wastewater and human fecal samples. It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 .",
"It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 . The finding of several contigs, genetically similar to phage B124 and likely belonging to one phage genome, indicates that this phage found in the pig fecal sample may also replicate in the microbiome of the young pig gut and not solely in humans. However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies.",
"However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies. Interestingly, several of the contigs found also showed similarities to Escherichia phages. Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli.",
"Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli. Electron microscopic images of the phages PhAPEC5 and PhAPEC7 indicated that they belonged to the family Podoviridae 57 . Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 .",
"Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 . Finally, one contig showed limited similarity to an Enterococcus phage, isolated from hospital sewage in China, while a last contig showed moderate similaraties to the bacterial Enterococcus hirae genome. This region may be a prophage, inserted in the bacterial genome.",
"This region may be a prophage, inserted in the bacterial genome. The phages found in this piglet may have reshaped the gut microbiota, allowing opportunistic bacteria such as Enterococcus hirae to proliferate and to start secreting toxins. It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins.",
"It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins. The new neonatal diarrhea syndrome described above shows high similarities to the disease described in the case 17V079 and it may be that bacteriophages are involved in the pathogenesis of this syndrome. So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies.",
"So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies. It is clear that new technologies will change the way diagnostics are be performed in the near future. Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant.",
"Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant. Complete overviews of all viruses and other pathogens in a sample will be given in a single readout instead of requiring different diagnostic assays. However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians.",
"However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians. Viruses. Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml.",
"Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml. The nucleotide sequences of the 11 gene segments of this strain were resolved earlier using Sanger sequencing GenBank accession numbers: KM82070 VP1 , KM820707 VP2 , KM827014 VP3 , KM820720 VP4 , KM820728 VP6 , KM820735 VP7 , KM820742 NSP1 , KM820672 NSP2 , KM820679 NSP3 , KM820686 NSP4 and KM820693 NSP5 59 . A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 .",
"A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 . In our Laboratory, the virus was grown to an infectious virus titer of 10 6.0 CCID 50 /ml GenBank accession number: AF353511 . Origin of a fecal sample from diarrheic suckling piglets.",
"Origin of a fecal sample from diarrheic suckling piglets. A diarrheic fecal sample was collected from a Belgian pig on a farm housing a total of 620 sows and using a 2-week batch-production system, with a weaning age of 23 days. Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra .",
"Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra . Rotavirus A vaccination was done off-label with an inactivated bovine rotavirus A vaccine Lactovac, Zoetis . Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed.",
"Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed. Since the spring of 2017, enteric disease started causing more severe problems accompanied with mortality on this farm, mainly in 7-days-old suckling piglets. A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079.",
"A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079. No virological cause was found to explain the diarrheic problems on the farm. The only isolated bacterium was Enterococcus hirae. This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine .",
"This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine . No other pathogens were found in this sample. As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis.",
"As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis. The sample tested negative for RVA, RVC, PEDV and TGEV using in-house RT-qPCR assays 25, 61, 62 . Therefore, it was decided to perform a metagenomics analysis with MinION described in this study.",
"Therefore, it was decided to perform a metagenomics analysis with MinION described in this study. Purification of viral nucleic acids. First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 .",
"First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 . MinION analyses of cell culture grown viruses RVA and PEDV were conducted at the Laboratory of Clinical Virology Rega Institute, KU Leuven , whereas the diarrheic fecal sample was analyzed at the Laboratory of Virology Faculty of Veterinary Medicine, Ghent University . RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min.",
"RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min. The supernatant of both suspensions was diluted to 6 log 10 CCID 50 /ml and 500 µl of each suspension was mixed to reach an equal concentration of both viruses. This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 .",
"This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 . Fourteen microliters of EDTA were added to stop the reaction, followed by extraction of nucleic acids from the viral particles using the QIAamp Viral RNA Mini Kit Qiagen . The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract.",
"The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract. The diarrheic fecal sample 17V079 was processed similarly as the cell culture grown viruses, with some minor modifications. A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged.",
"A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged. The supernatant was filtered through a 0.45 µm syringe filter Sarstedt and treated with Benzonase Nuclease for 1 hour to speed up the diagnostic pipeline. Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA.",
"Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA. Elution was done in a volume of 50 µl. cDNA and second strand synthesis for nanopore sequencing.",
"cDNA and second strand synthesis for nanopore sequencing. Nucleic acids were heated at 95 °C for 2 min and chilled on ice to resolve secondary RNA structures and to denature double-stranded RNA. Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA.",
"Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA. Ten microliters of template nucleic acids were mixed with 0.5 µl random hexamer primers Random Primer 6, New England Biolabs , 1 µl dNTP mix NEB and 2.5 µl nuclease-free water. Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl.",
"Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl. The reaction conditions were as follows: 23 °C for 10 min, 50 °C for 10 min, 80 °C for 10 min and an infinite hold step at 10 °C. A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB .",
"A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB . Twenty microliters cDNA reaction mixture were added to 10 µl NEBNext Second Strand Synthesis Reaction Buffer, 5 µl NEBNext Second Strand Synthesis Enzyme Mix and 45 µl nuclease-free water 80 µl total reaction volume . Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter .",
"Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter . Two washing steps with freshly prepared 70% ethanol were conducted before eluting in 52 µl nuclease-free water. Nanopore sequencing library preparation.",
"Nanopore sequencing library preparation. A deoxyadenosine was ligated to the 3′-end of double-stranded nucleic acids to allow binding of complimentary sequencing adapters. Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min.",
"Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min. Next, nucleic acids were purified using 60 µl AMPure XP Beads and eluted in 31 µl nuclease-free water. Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids.",
"Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids. End-prepped DNA 30 µl was mixed with 20 µl adapter mix AMX, ONT and 50 µl Blunt/TA Ligation Master Mix New England Biolabs in a total reaction volume of 100 µl and incubated at room temperature for 10 min. The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads.",
"The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads. Two washing steps were conducted using 140 µl Adapter Bead Binding Buffer ABB, ONT before eluting in 15 µl of Elution Buffer ELB, ONT . EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water.",
"EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water. Sequencing was done using the software programme MinKNOW software ONT . Bio-informatics analyses. Raw reads were produced by MinKNOW. Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5.",
"Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5. In the second experiment, basecalling was done after the sequencing run using Albacore version 1.2.5., ONT . Quality scores and read lengths were visualized using NanoPlot, followed by quality filtering with NanoFilt 63 . Reads with a q-score lower than 7 were omitted.",
"Reads with a q-score lower than 7 were omitted. Sequences were then analyzed using different BLAST methods including BLASTn and tBLASTx BLAST version 2.6.0; e-value cut-off 1e −3 -1e −10 to compare sensitivity and run-times to detect viral sequences among the reads. A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 .",
"A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 . The best hit lowest e-value was visualized using KronaTools 64 . Reads matching viruses were extracted using Seqtk and used in downstream analyses.",
"Reads matching viruses were extracted using Seqtk and used in downstream analyses. GraphMap version 0.5.2 and Samtools version 1.6 were used for mapping of reads against reference sequences, while Canu 1.6 was used for de novo assembly of viral genomes . VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 .",
"VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 . Bio-informatics analyses were executed on a local computer cluster and the high-performance computing facilities of Ghent University. The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.",
"The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request. Sanger sequencing of porcine kobuvirus polymerase gene. A porcine kobuvirus was discovered in the sample 17V079 using the MinION.",
"A porcine kobuvirus was discovered in the sample 17V079 using the MinION. The sequence of the 3D gene of porcine kobuvirus encodes the polymerase and is considered to be most conserved among different strains. The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION.",
"The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION. RT-PCR was executed using the OneStep RT-PCR Kit Qiagen with the newly designed primers Kobu_6049Fw and Kobu_7524Rv IDT DNA Technologies Table 2 . The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl .",
"The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl . RT-PCR conditions were as follows: 50 °C for 30 min, 95 °C for 15 min, followed by 30 cycles of amplification 94 °C for 30 s, 50 °C for 30 s and 72° for 90 s and a final extension step at 72 °C for 1 min. Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel.",
"Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel. Electrophoresis was conducted for 30 min at 100 V and PCR product was visualized by ethidium bromide staining and UV light. The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system.",
"The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system. Quality control of the raw chromatograms was done using 4Peaks Nucleobytes BV, The Netherlands and BLASTn NCBI, United States . Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets.",
"Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets. Each RT-qPCR reaction consisted of 10 µl PrecisionPlus OneStep qRT-PCR Mastermix containing SYBR Green, ROX and an inert blue pipetting dye Primerdesign, Southampton, United Kingdom , 0.4 µl of each primer 200 nM and 6.2 µl nuclease-free water. Three microliters of template RNA or water were added to each tube containing 17 µl mastermix.",
"Three microliters of template RNA or water were added to each tube containing 17 µl mastermix. A synthetic RNA positive control 175nt was generated by RT-PCR using the primers Kobu3D_qPCR +T7_Fw and Kobu3D_qPCR_Rv, followed by in vitro transcription of this PCR product using a T7 RNA polymerase. The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction.",
"The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction. Reaction conditions were as follows: 55 °C for 10 min and 95 °C for 2 min, followed by 40 cycles of denaturation 95 °C for 10 s and annealing 58 °C for 60 s . Detection of SYBR Green fluorescence was done at the end of each annealing phase.",
"Detection of SYBR Green fluorescence was done at the end of each annealing phase. A melt curve analysis was executed to assess specificity of the amplicons generated. Each dilution point in the standard curve and each sample was tested in duplicates.",
"Each dilution point in the standard curve and each sample was tested in duplicates. Amplicons were analyzed once on an agarose gel to assess the correct length of the amplicon and Sanger sequencing was conducted to confirm the amplification of the partial porcine kobuvirus polymerase gene. Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99.",
"Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99. Quantification of the viral loads was possible if the Cq-values of two qPCR replicates fell within the LDR of the assay. Both replicates had to be positive for a sample to be considered as positive.",
"Both replicates had to be positive for a sample to be considered as positive. If the Cq-values of specific amplicons have fallen behind the lowest point of the standard curve, the sample was considered positive but not quantifiable. Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets.",
"Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets. Upon characterization of the virome with the MinION, a longitudinal follow-up study was setup between August and September 2017. To warrant the health status of the pig stock, entrance to the farm was strictly regulated. Sampling was performed by the farmer.",
"Sampling was performed by the farmer. Detailed instructions and sampling materials were provided to the farmer. Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments.",
"Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments. Sample collection was approved by and done in accordance to the requirements of the Local Ethical Committee of the Faculty of Veterinary Medicine and Bioscience Engineering of Ghent University. One day after parturition of the sows, five litters were selected at random.",
"One day after parturition of the sows, five litters were selected at random. Within each litter, one piglet was identified for longitudinal follow-up during the entire suckling period. A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth.",
"A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth. The swab was placed immediately in 2 ml of viral transport medium phosphate buffered saline containing 1000 U/ml penicillin Continental Pharma, Puurs, Belgium , 1 mg/ml streptomycin Certa, Braine l′Alleud, Belgium , 1 mg/ml gentamicin Life Technologies and 0.01% v/v Fungizone Bristol-Myers Squibb, Braine l′Alleud, Belgium in a sterile 15 ml falcon tube Sarstedt and stored at −20 °C. Every week, samples were collected from the farm and transported to the Laboratory of Virology.",
"Every week, samples were collected from the farm and transported to the Laboratory of Virology. The farmer was asked to mark the tube of each sample for presence or absence of diarrheic signs. Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium.",
"Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium. Samples were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions and purified nucleic acids were eluted in 100 µl of AVE and stored at −70 °C until RT-qPCR analysis. RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab.",
"RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab. Furthermore, RVA and RVC shedding was assessed using previously described in-house RT-qPCR assays 25, 61 . Belgian suckling pigs.",
"Belgian suckling pigs. Fecal samples n = 44 of diarrheic suckling piglets less than 2 weeks old were sent to a private laboratory by veterinarians Dialab, Belsele, Belgium for etiological diagnosis, as described earlier. These samples were collected in 2014 and stored at −70 °C in the laboratory.",
"These samples were collected in 2014 and stored at −70 °C in the laboratory. They had previously been evaluated for the presence of rotaviruses using RT-qPCR 25 . RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies.",
"RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies. Samples with a quantifiable viral load were subjected to RT-PCR to amplify the 3D polymerase gene, after which Sanger sequencing was performed. The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674.",
"The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674. The sequences were used to conduct a multiple sequence alignment together with other porcine kobuvirus strains in MEGA 7 using the ClustalW plug-in 69 . A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 .",
"A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 . Tree editing was done using Affinity Designer Serif . Pairwise distances were calculated using the p-distance model in Mega with bootstrap values set at 500 replicates."
] | 1,666 | 5,290 |
Which strain was similar to other Belgian porcine kobuvirus isolates? | 17V079 | [
"Enteric diseases in swine are often caused by different pathogens and thus metagenomics are a useful tool for diagnostics. The capacities of nanopore sequencing for viral diagnostics were investigated here. First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION.",
"First, cell culture-grown porcine epidemic diarrhea virus and rotavirus A were pooled and sequenced on a MinION. Reads were already detected at 7 seconds after start of sequencing, resulting in high sequencing depths 19.2 to 103.5X after 3 h. Next, diarrheic feces of a one-week-old piglet was analyzed. Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome.",
"Almost all reads 99% belonged to bacteriophages, which may have reshaped the piglet’s microbiome. Contigs matched Bacteroides, Escherichia and Enterococcus phages. Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium.",
"Moreover, porcine kobuvirus was discovered in the feces for the first time in Belgium. Suckling piglets shed kobuvirus from one week of age, but an association between peak of viral shedding 10 6.42 –10 7.01 copies/swab and diarrheic signs was not observed during a follow-up study. Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets.",
"Retrospective analysis showed the widespread n = 25, 56.8% positive of genetically moderately related kobuviruses among Belgian diarrheic piglets. MinION enables rapid detection of enteric viruses. Such new methodologies will change diagnostics, but more extensive validations should be conducted.",
"Such new methodologies will change diagnostics, but more extensive validations should be conducted. The true enteric pathogenicity of porcine kobuvirus should be questioned, while its subclinical importance cannot be excluded. Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes.",
"Text: metagenomics is a valuable asset for diagnostics in pigs, leading to discovery of novel viruses and identification of porcine viral enteric disease complexes. Although standardized procedures have been developed to study viral metagenomes in fecal samples, they still require an extensive sample preparation, including random or targeted pre-amplification of viral genomes present in the sample 13 . Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective.",
"Most sequencing platforms still require capital investments and high sample turnover rates to be cost-effective. Performing the necessary analyses often results in long time periods between sample arrival and diagnostic reporting, since results can only be processed after finishing the sequencing run. Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis.",
"Third-generation sequencing using MinION Oxford Nanopore Technologies, ONT might be a useful and affordable diagnostic tool for swine veterinary medicine as it allows rapid sample preparation and real-time sequence analysis. The flowcells used for sequencing consist of a membrane containing multiple CsgG nanopore proteins from Escherichia coli 14 . An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides.",
"An ion current is established through this pore resulting in typical current changes upon passage of specific nucleotides. This signal is converted into a nucleotide sequence by computational algorithms basecalling . Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 .",
"Since the release of MinION technology, major advances have been made in terms of the number and the quality of reads generated 15 . In the field of virology, the technology has mainly been applied in human medicine. Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 .",
"Using nanopore sequencing, it was possible to distinguish three poxviruses with 98% nucleotide similarity at strain level 16 . MinION has also been used as a diagnostic tool during recent Ebolavirus outbreaks in West Africa, allowing fast on-site characterization of circulating strains 17, 18 . Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 .",
"Coupled to a laptop-based bioinformatics workflow, MinION was able to detect Chikungunya virus, Ebola virus and hepatitis C virus in less than 6 hours using earlier versions of the technology 19 . A multiplex PCR method for complete on-site Zikavirus genome sequencing in samples with low viral loads has recently been developed by Quick and coworkers 20 . Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 .",
"Partial dengue virus genomes were isothermally amplified followed by sequencing, allowing classification of strains in serotypes 21 . In veterinary virology, the use of nanopore sequencing is growing. A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 .",
"A novel species of papillomavirus was identified in warts from giraffes, using rolling-circle amplification and nanopore sequencing 22 . The entire genome of a parapoxvirus isolated from a seal was obtained by combining data from Illumina next-generation sequencing with nanopore sequencing data 23 . One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 .",
"One study has reported the detection of Venezuelan equine encephalitis virus from unamplified cDNA created from poly-A tailed RNA using cell culture grown viruses 24 . To the author's knowledge, the present study is the first using MinION as an aid in porcine health management. This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes.",
"This study was aimed to explore the possibilities of MinION as a rapid and easy-to-use diagnostic tool in pig health management for diagnosis of viral enteric disease complexes. The ability to detect high loads of cell culture-grown rotavirus and coronavirus, mimicking shedding quantities observed in diarrheic piglets, was evaluated. In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated.",
"In a second case, the ability to detect novel viruses in diarrheic feces of a one-week-old piglet with diarrhea was investigated. No gene-specific or random pre-amplification of viral nucleic acids was conducted to challenge the MinION's sensitivity. A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus.",
"A porcine kobuvirus was discovered in the latter case and a longitudinal field study was conducted hereafter to elucidate the shedding patterns of this virus. Moreover, archival . fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium.",
"fecal samples from diarrheic suckling piglets less than two weeks old were investigated for the presence of kobuviruses, to study their epidemiology in Belgium. be performed for 243,313 reads with a mean length of 740 nucleotides. Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses.",
"Reads with a q-score lower than 7 were filtered out, resulting in 179,015 remaining sequences mean length 816 nt for use in downstream analyses. Results of the sequencing run, including taxonomical classification and mapping of reads against PEDV and rotavirus A RVA reference genomes are shown in Fig. 1A .",
"1A . After 24 hours of sequencing, a total of 15,232 reads were classified as viral by sensitive tBLASTx comparison against a complete viral database. Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively.",
"Of these, 39.3% n = 5,985 and 10.3% n = 1,564 were assigned to viral families comprising Porcine epidemic diarrhea virus family Coronaviridae and Rotavirus family Reoviridae, subfamily Sedoreovirinae , respectively. A fraction of the reads 29.3%, n = 4,468 were assigned to order Caudovirales. These reads originated from the lambda phage DNA used in a previous control run on the same flowcell.",
"These reads originated from the lambda phage DNA used in a previous control run on the same flowcell. At 7.5 and 24.2 seconds after the start of sequencing, respectively, the first reads matching PEDV and RVA were translocated through a nanopore. Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig.",
"Most reads were generated in the first twelve hours of sequencing and read accumulation was most exponential in the first three hours of sequencing Fig. 1B . PEDV and RVA sequences were extracted from the dataset and mapped against viral reference genes to calculate sequencing depths over time Fig. 1C .",
"1C . After one hour, sequencing depths were higher for PEDV 43.0X than for RVA 4.9 to 22.1X . High sequencing depths were acquired after three hours of sequencing for PEDV 103.5X and for most RVA gene segments 19.2 to 48.2X . De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes.",
"De novo assembly was executed on the quality-filtered reads prior to identification tBLASTx to recover viral genomes. This resulted in the recovery of the almost complete PEDV genome and RVA gene segments with identities varying between 95 and 99% compared to the reference genes Table 1 . Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 .",
"Higher assembly accuracies 97 to 99% were obtained when only the reads matching against rotavirus and PEDV were included for de novo assembly Table 1 . However, execution of de novo assembly prior to taxonomical classification tBLASTx reduced the time to identify entire viral genomes in the dataset. Virome composition of a young diarrheic piglet using nanopore sequencing.",
"Virome composition of a young diarrheic piglet using nanopore sequencing. A total of 30,088 reads were generated by sequencing the diarrheic fecal sample for three hours. Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses.",
"Of these, 25,466 reads q-score >7, mean read length 653 nt were used for further analyses. Different methods were used to compare the reads against a viral database using the HPC cluster of Ghent University and results are shown in Fig. 2 .",
"2 . Comparison against a complete viral database resulted in the detection of 6,781 to 8,677 potential viral reads, depending on the BLAST settings. BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx.",
"BLASTn resulted in rapid taxonomical identification of reads at almost similar sensitivity compared to tBLASTx. However, there was a very high difference between wall times on the HPC cluster, with only 26 seconds of analysis time for BLASTn, versus almost 24 hours for tBLASTx. The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads .",
"The majority of sequences were assigned to bacteriophages within the order Caudovirales and families Siphoviridae n = 3,213 to 4,163 reads , Podoviridae n = 2,506 to 3,002 reads and Myoviridae n = 912 to 1,202 reads . A de novo assembly was executed on the basecalled, quality filtered reads and the resulting contigs were used as input material for VirSorter analysis. Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig.",
"Nineteen contigs were classified as sure n = 4; category 1 , somewhat sure =14; category 2 and not so sure =1; category 3 to be phage-like contigs Fig. 2B . Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups.",
"Comparison of these contigs against the GenBank database using BLAST allowed classification into four different groups. Ten contigs showed moderate to high nucleotide similarities to the Bacteroides phage B124-14, suggesting that they all belonged to one phage genome. This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown .",
"This was also supported by the fact that all these contigs mapped nicely distributed across the reference genome of Bacteroides phage B124-14 data not shown . The longest contig with a size of 39,069 nucleotides, together with four other contigs showed similarities 95% nt identity to different Escherichia phages. As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown .",
"As they also mapped nicely distributed across the reference genome of Escherichia phage vB_EcoP_PhAPEC7, it seems that they must also belong to one phage genome data not shown . Two contigs showed poor similarity to both the Enterococcus phage vB_EfaS_IME_196, isolated from hospital sewage in China from an Enterococcus faecalis strain, and the Enterococcus hirae bacterial genome. The latter might be a prophage inserted in the bacterial genome.",
"The latter might be a prophage inserted in the bacterial genome. Interestingly, three contigs were identified for which no similarities were found with existing viruses in GenBank, but contig 0105 mapped to the reference genome of the Enterococcus phage vB_EfaS_IME196 data not shown . These might be novel phages or divergent variants from existing phages present in GenBank.",
"These might be novel phages or divergent variants from existing phages present in GenBank. Three eukaryotic porcine viruses, porcine kobuvirus n = 18 to 22 reads , enterovirus G n = 5 to 9 reads and astrovirus n = 4 reads were found at much lower abundancies. The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae.",
"The genera Kobuvirus and Enterovirus belong to the family Picornaviridae, whereas the genus Mamastrovirus belongs to the family Astroviridae. Kobuvirus reads were mapped against a European reference strain S-1/HUN/2007/Hungary, as shown in Fig. 2C . However, full-genome coverage at high sequencing depth was not obtained. Shedding of porcine kobuvirus and rotaviruses in suckling piglets.",
"Shedding of porcine kobuvirus and rotaviruses in suckling piglets. The shedding of porcine kobuvirus, RVA and rotavirus C RVC was quantitatively investigated in 5 suckling pigs of the same farm from which the diarrheic feces originated. The fecal shedding patterns of the different viruses and presence of diarrheic signs are shown in Fig. 3A .",
"3A . All piglets started shedding porcine kobuvirus at the end of the first week after parturition. In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification .",
"In two piglets A and D the shedding was sustained and lasted for at least 2 weeks above the limit of quantification . Peak shedding titers of the porcine kobuvirus varied between 6.42 and 7.01 log 10 copies/swab, which is generally lower than peak shedding observed for typical enteric viruses such as rotavirus and PEDV. Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm.",
"Moreover, the peak of shedding was not related to diarrheic episodes, questioning the role of this virus in the pathogenesis of diarrhea on the farm. Diarrheic signs were only noticed in two piglets A and B . In piglet B, an association between high RVC shedding and diarrheic episodes was observed.",
"In piglet B, an association between high RVC shedding and diarrheic episodes was observed. In contrast, there was no direct association between peak shedding of kobuvirus and diarrheic episodes. Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing.",
"Interestingly, a peak in kobuvirus shedding was observed in piglet C at day 11 post-farrowing. This animal died shortly hereafter, but it was unclear if this can be attributable to the kobuvirus infection. Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine.",
"Acute RVA shedding was observed at the end of the suckling period in three of five piglets, even though all sows were vaccinated before farrowing using a bovine inactivated rotavirus vaccine. Retrospective analysis of porcine kobuviruses shedding in Belgian diarrheic suckling pigs and phylogenetic analysis. A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR.",
"A total of 44 diarrheic fecal samples collected in 2014 were screened for the presence of kobuvirus using the new RT-qPCR. Of these, 25 samples 56.8% tested positive and 18 samples showed quantifiable viral loads 4.31 to 6.83 log 10 copies/swab . Seven samples were positive, but viral loads were too low to allow accurate quantification.",
"Seven samples were positive, but viral loads were too low to allow accurate quantification. The presence of RVA and RVC had been quantitatively assessed in these samples in a previous study and the occurrence of co-infections between rotaviruses and kobuvirus is shown in Fig. 3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples.",
"3B 25 . Kobuvirus was found in equal ratios in rotavirus-negative and -positive samples. Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed.",
"Twelve samples contained a single rotavirus infection with a high RVA load and in four of these, a high kobuvirus load 5.16 to 5.42 log 10 copies/g was observed. A single RVC infection was found in seven samples and in four of these tested positive for kobuvirus at high loads 4.31 to 5.59 log 10 copies/g . A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads.",
"A dual RVA/RVC infection was seen in two samples, but neither contained quantifiable kobuvirus loads. Many n = 10 of the rotavirus-negative samples contained high kobuvirus loads. Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% .",
"Strain 17V079 showed high similarity to other Belgian porcine kobuvirus isolates from 2014 92.1 to 94.0% nucleotide sequence identity and the Hungarian reference strain S-1/Hun/2017 93.4% . Furthermore, there was a high level of genetic variability between the 2014 Belgian porcine kobuvirus isolates, with nucleotide sequence identities ranging between 90.1 and 97.2%. A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig.",
"A phylogenetic analysis, using the 3D gene of 17V079 and twelve Belgian isolates from 2014 Fig. 3C , shows the Belgian strains clustering between strains from different geographical locations. Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools.",
"Prevention and treatment of enteric disease problems in young piglets is frequently hampered by a lack of diagnostic tools. Veterinarians are restricted to a short list of known viruses, bacteria, parasites and management factors to define a differential diagnosis. Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results.",
"Only the most likely cause s of the disease will be diagnostically investigated, often leading to negative, inconclusive or incomplete results. However, metagenomics studies have indicated the existence of viral enteric disease complexes, potentially involving multiple known and novel viruses 3, 4, 6, 7, 9, 10 . Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample.",
"Detection of nucleic acids from pathogens using NGS-based metagenomics approaches is a partial solution to diagnostic testing problems and can provide a complete readout of viruses and other pathogens present in a sample. However, most NGS platforms require large investments and processing of the reads can only start at the end of the sequencing run. Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 .",
"Viral metagenomics also requires extensive laboratory preparations, including centrifugation, filtration and nuclease treatment to discard bacterial and host nucleic acids that make up to the bulk of all nucleic acids present 13 . Furthermore, the amount of viral nucleic acids in a sample is very low, requiring targeted or random amplification of these genomes before NGS analysis. Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss.",
"Amplification may induce bias and hampers the development of a fast diagnostic pipelines due to considerable time loss. All these factors lead to a long turnover time between sample collection and diagnostic reporting. The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids.",
"The third-generation sequencing device MinION ONT , holds promise as a diagnostic platform, as it allows real-time sequencing and analyses of all DNA/RNA in a sample, theoretically without needing pre-amplification of viral nucleic acids. It was the aim of the present study to evaluate this technology for use as a rapid tool for porcine viral enteric disease complex identification, without the conduction of viral nucleic acid amplification. In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets.",
"In a first experiment, cell culture-grown PEDV and RVA, known to induce diarrhea in young pigs, were pooled at high loads mimicking shedding quantities in diarrheic piglets. Sequencing of this pooled sample with the MinION resulted in rapid identification of both viruses. Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 .",
"Real-time analysis of the sequencing reads was not conducted, but is achievable as previously demonstrated by Greninger and colleagues using the SURPI analysis pipeline for rapid identification of human viruses from different clinical matrices 19 . Interestingly, the first reads matching PEDV and RVA were generated respectively after 7 and 24 seconds of sequencing. High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X .",
"High sequencing depths 43.0X were acquired within one hour of sequencing for PEDV and within three hours for most of the eleven RVA gene segments 19.2-48.2X . Overall, higher sequencing depths were generated for PEDV that could indicate that sequencing of longer viral genomes is favored over smaller gene segments, as PEDV has a genome size of approximately 28 kb, and RVA gene segments are shorter 0.6 to 3.3 kb . This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids.",
"This bias might have been introduced during the ligation of the sequencing adapters to the viral nucleic acids. It can be hypothesized that adapters are more easily attached to longer DNA fragments, and bias should be avoided by standardization of viral nucleic acid input length. Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available.",
"Rapid read generation allows flexible use of the sequencing platform and sequences can be read until enough genome information of the viruses of interest is available. While the technology can be useful for giving fast readouts of viruses <3 hours present in a sample, thorough validation, using well-defined virus stocks, spiking experiments in matrices e.g. feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed.",
"feces and real clinical samples is necessary to make sure that all members of the porcine viral enteric disease complex are accurately being diagnosed. Furthermore, the accuracy of the technology needs further improvement, as error rates of contigs from de novo assemblies still ranged between 1 and 5%, hindering the precise analysis of subtle but important mutations in the viral genome. After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet.",
"After the successful identification of the cell culture-grown viruses, the performance of the MinION was further explored by analyzing a diarrheic fecal sample of a one-week-old suckling piglet. Real-time PCR analyses were conducted for RVA, RVC, PEDV and TGEV. Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 .",
"Enterococcus hirae was isolated at a private diagnostic laboratory, but this bacterial species is not considered a typical cause of diarrheic disease in pigs 26 . Viral metagenomics was conducted on this sample using the MinION and two different BLAST search algorithms were used to taxonomically identify the reads by comparing them against a complete viral database. Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted.",
"Overall, tBLASTx with an e-value of 10 −3 was able to identify the most viral reads compared to other search options conducted. However, BLASTn search options also reached high sensitivity, but at much lower time cost: 26 seconds instead of almost 24 hours. For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used.",
"For rapid read analysis and searching for closely related non-divergent viral sequences, BLASTn or another fast methodology should thus be preferentially used. However, tBLASTx might pick up more divergent or novel viruses, improving overall sensitivity. Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079.",
"Three porcine viruses, including porcine kobuvirus, porcine mamastrovirus and enterovirus G, were identified in sample 17V079. Astro-and enteroviruses have been detected earlier in both diarrheic and non-diarrheic feces of Belgian pigs and in feces from pigs around the globe 9,10,27 . In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant.",
"In a recent study from Thailand, the difference in prevalence of astrovirus in diarrheic 8.4% versus non-diarrheic 4.6% piglets less than 4-weeks-old was not statistically significant. Also other studies have shown that the role of porcine astrovirus in the pathogenesis of pig diarrhea is not completely clear 28 . In contrast, associations between diarrhea and human astrovirus infections have been made 29 .",
"In contrast, associations between diarrhea and human astrovirus infections have been made 29 . A recent study in 5 European countries Hungary, Spain, Germany, Austria and Sweden have indicated the widespread of porcine astroviruses in the swine population. A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain.",
"A one hundred procent prevalence of astrovirus was found in diarrheic and non-diarrheic pigs from Austria and Spain. Porcine astroviruses have recently also been linked to outbreaks of neurological disorders in weaned piglets from Hungary, and in 5-week-old pigs and sows in the United States 30, 31 . The gut might be a hypothetical entry port for such neurological astrovirus infections.",
"The gut might be a hypothetical entry port for such neurological astrovirus infections. Enteroviruses have been more generally linked to neurological disorders in pigs, although they are commonly found in feces as well 11, 12, . In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 .",
"In a study from Vietnam, no significant correlation was found between diarrhea status and presence of enterovirus G in feces 35 . The involvement of both astro-and enteroviruses in the pathogenesis of enteric disorders might be questioned here, but cannot be completely ruled out. Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads.",
"Furthermore, while sensitive tBLASTx searches were used here, there is still a possibility that a completely novel virus might be present in the dark matter of the sequencing reads. However, reporting of a porcine kobuvirus in Belgian piglets with MinION is unique. In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 .",
"In Belgium, kobuviruses had previously only been found in diarrheic samples of calves and young cattle in Belgium 36 . In the present study, a novel RT-qPCR assay, targeting the conserved 3D gene encoding the RNA-dependent-RNA-polymerase, was developed and used to assess, for the first time, longitudinal quantitative shedding kinetics of porcine kobuvirus in pigs under field conditions. Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed.",
"Similar kinetics were also analyzed for porcine rotavirus A and C. While suckling piglets started shedding porcine kobuvirus from one week of age, an association between peak viral shedding 6.42 to 7.01 log 10 copies/swab and diarrheic signs was not observed. In one pig, an association was made between diarrheic episodes and the peak of rotavirus C shedding, a well-known enteric pathogen 37, 38 . Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus .",
"Very interestingly, kobuvirus fecal loads were typically lower than those reported of well-described enteric viruses of which the pathogenicity has been proven using piglet infection models, such as PEDV and rotavirus . Similar viral loads for porcine kobuvirus were also found in case 4.60 ± 1.76 copies/qPCR reaction and control pigs 4.79 ± 1.72 copies/qPCR reaction during a recent Danish study to evaluate the role of viruses in the pathogenesis of the new neonatal porcine diarrhea syndrome. The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 .",
"The study demonstrated that kobuvirus, astrovirus, rotavirus A, porcine teschovirus, porcine norovirus and porcine coronaviruses were not involved in the pathogenesis of the syndrome 42 . The finding of low kobuvirus loads in feces casts doubt over the true enteric pathogenic tropism of the virus. Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut.",
"Hypothetically, its replication is likely not distributed across the whole villus but limited to either enterocytes at the villus' tips or to immune cells present in the gut. The presence of kobuvirus RNA in serum has also been demonstrated in Hungarian pigs, but it was not known if the virus is also replicating in other organs 43 . Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission.",
"Both the oro-fecal route and the feeding of milk to sucklings pigs could be involved in virus transmission. Highest rates of infection were observed in suckling piglets, compared to older pigs, in other countries . In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections.",
"In our study, relatively long shedding of porcine kobuvirus was observed in three out of five animals, which may indicate that this virus may induce persistent infections. A 2011 Brazilian study demonstrated the presence of kobuvirus RNA in serum from 3-day-old piglets, which had disappeared by day 21, indicating viral clearance from the blood and excluding systemic persistence 45 . A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus.",
"A complete lack of pathogenicity cannot be excluded, as porcine kobuviruses might play a role as a subclinically important virus. Such subclinical, yet immunosuppressive, properties have been attributed to the economically important swine pathogen porcine circovirus 47 . Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death.",
"Of interest, one of the piglets died at the peak of kobuvirus shedding, although it was not clear if there was any causality between virus replication and the piglet's death. In vivo animal experiments in a model of neonatal, conventional kobuvirus-negative piglets should be conducted to elucidate the pathogenesis of porcine kobuviruses. Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells.",
"Attempts were made to isolate the virus in different cell lines MA104, ST and SK , and peripheral blood mononuclear cells. There was no evidence of cytopathogenic effect after several days of incubation. Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | .",
"Antibodies to visualize antigen expression were not available and therefore the possibility of replication without SCIenTIFIC REPORTS | . 8:9830 | DOI:10.1038/s41598-018-28180-9 evident cytopathogenic effect cannot be ruled out. Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available.",
"Efforts will be made to isolate the virus in porcine primary enterocyte cultures, once available. To assess more broadly the prevalence of kobuvirus in the Belgian swine industry, a retrospective analysis of diarrheic samples from suckling piglets less than two weeks old was conducted. A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces.",
"A high proportion 40.9% of the samples n = 44 contained quantifiable viral loads ranging between 4.31 to 6.83 log 10 copies/g feces. Viral loads found were thus comparable to the loads excreted by piglets in the longitudinal analysis and the above-mentioned study from Denmark, demonstrating the endemic presence of the virus in the Belgian swine population 42 . In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made.",
"In the present study, non-diarrheic piglets were not included and therefore no association between kobuvirus prevalence and disease can be made. However, the prevalence of kobuvirus has been widely described in pigs from several European countries The Netherlands 16.7% , Slovakia 63.4% , Hungary 81.0% , Czech Republic 87.3% , Austria 46.2% , Italy 52.4% , Germany 54.5% and Sweden 45.0% , American countries The United States 21.9% and Brazil 53.0% , African countries Kenya 14.9% and Uganda 15.5% and Asian countries Thailand 99% , South Korea 52.1% and Vietnam 29.3% . In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 .",
"In a small proportion of these studies, statistically significant associations between prevalence of kobuvirus and diarrhea in pigs were demonstrated, such as in Hungary 54.5% prevalence in healthy pigs vs 92.3% prevalence in diarrheic pigs , Spain 47.5% healthy vs 74.4% diarrheic , Brazil 41% vs 78.4% , Thailand 19.3% vs 84.5% and Vietnam 27.6% to 40.9% 35, 45, 46, 52 . Indeed, it is difficult to make correlations between prevalence of the virus and diarrhea, as the pathogenicity of the virus could be largely influenced by other factors such as co-infections with other enteric viruses, microbiota and management factors. Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%.",
"Belgian isolates showed genetic moderate to high genetic variability, with nucleotide identities between 90.1 and 97.2%. Furthermore, they clustered diffusely between strains from different countries around the world, indicating that strains are not distinguishable based on their geographical origin. Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease.",
"Because most 99% of the reads generated during sequencing of the fecal sample 17V079 matched bacteriophages upon analysis with BLAST, bacteriophages may have played an important role in the pathogenesis of the diarrheic disease. De novo assembled contigs were analyzed using VirSorter, a software package for mining viral signals from microbial genomic data. Such tools allow maximizing the possibility of detecting dsDNA phages 54 .",
"Such tools allow maximizing the possibility of detecting dsDNA phages 54 . Several contigs showed high similarities to the Bacteroides phage B124-14, found in municipal wastewater and human fecal samples. It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 .",
"It was shown to be absent in 30 samples collected from different animal species, including pigs, and is therefore considered a human-specific phage 55, 56 . The finding of several contigs, genetically similar to phage B124 and likely belonging to one phage genome, indicates that this phage found in the pig fecal sample may also replicate in the microbiome of the young pig gut and not solely in humans. However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies.",
"However, it is possible that the phage's replication ability in the pig's gut is age-dependent and that very young age groups were not sampled in previous studies. Interestingly, several of the contigs found also showed similarities to Escherichia phages. Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli.",
"Two of the contigs were similar to Escherichia phages PhAPEC5 and PhAPEC7, isolated from Belgian rivers in the neighborhood of poultry houses and known to cause lytic infections in avian pathogenic Escherichia coli. Electron microscopic images of the phages PhAPEC5 and PhAPEC7 indicated that they belonged to the family Podoviridae 57 . Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 .",
"Two other contigs were similar to two closely related Escherichia phages, St11Ph5 and G7C, found in sewage and horse feces, respectively 58 . Finally, one contig showed limited similarity to an Enterococcus phage, isolated from hospital sewage in China, while a last contig showed moderate similaraties to the bacterial Enterococcus hirae genome. This region may be a prophage, inserted in the bacterial genome.",
"This region may be a prophage, inserted in the bacterial genome. The phages found in this piglet may have reshaped the gut microbiota, allowing opportunistic bacteria such as Enterococcus hirae to proliferate and to start secreting toxins. It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins.",
"It is also possible that a phage infection of bacteria in the pig's gut led to a stress status for these bacteria, prompting the secretion of toxins. The new neonatal diarrhea syndrome described above shows high similarities to the disease described in the case 17V079 and it may be that bacteriophages are involved in the pathogenesis of this syndrome. So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies.",
"So far, the role of phages has not been considered in the pathogenesis of several enteric disorders, but given the high abundance here, it should be in future studies. It is clear that new technologies will change the way diagnostics are be performed in the near future. Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant.",
"Pricing might currently be an aspect hampering high-troughput analysis of samples in swine veterinary medicine, but as the technology evolves fast, this might become very soon less relevant. Complete overviews of all viruses and other pathogens in a sample will be given in a single readout instead of requiring different diagnostic assays. However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians.",
"However, care should be given to the interpretation of such results, as they should only be analyzed by trained veterinarians. Viruses. Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml.",
"Porcine rotavirus A RVA strain RVA/Pig-tc/BEL/12R046/2012/G9P was isolated from a diarrheic piglet and grown for three successive passages in MA104 cells to an infectious virus titer of 10 7.8 CCID 50 / ml. The nucleotide sequences of the 11 gene segments of this strain were resolved earlier using Sanger sequencing GenBank accession numbers: KM82070 VP1 , KM820707 VP2 , KM827014 VP3 , KM820720 VP4 , KM820728 VP6 , KM820735 VP7 , KM820742 NSP1 , KM820672 NSP2 , KM820679 NSP3 , KM820686 NSP4 and KM820693 NSP5 59 . A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 .",
"A porcine epidemic diarrhea virus strain PEDV, CV777 isolated in Belgium in the 1970s was adapted for growth in Vero cells in the 1980s 60 . In our Laboratory, the virus was grown to an infectious virus titer of 10 6.0 CCID 50 /ml GenBank accession number: AF353511 . Origin of a fecal sample from diarrheic suckling piglets.",
"Origin of a fecal sample from diarrheic suckling piglets. A diarrheic fecal sample was collected from a Belgian pig on a farm housing a total of 620 sows and using a 2-week batch-production system, with a weaning age of 23 days. Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra .",
"Topigs Norsvin sows were crossed with Piétrain boars, producing 32. toxins Suiseng, Hipra . Rotavirus A vaccination was done off-label with an inactivated bovine rotavirus A vaccine Lactovac, Zoetis . Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed.",
"Until recently, diarrheic problems were rarely present in suckling piglets and also very low mortality percentages 6.2-7.1% were observed. Since the spring of 2017, enteric disease started causing more severe problems accompanied with mortality on this farm, mainly in 7-days-old suckling piglets. A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079.",
"A diarrheic fecal sample of such a piglet was investigated at a private diagnostic laboratory Dialab, Belsele, Belgium and labeled 17V079. No virological cause was found to explain the diarrheic problems on the farm. The only isolated bacterium was Enterococcus hirae. This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine .",
"This bacterium was thereon added to the sow vaccination schedule inactivated autovaccine . No other pathogens were found in this sample. As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis.",
"As the clinical picture hinted at a viral cause for the disease, the sample was sent to the Laboratory of Virology at the Faculty of Veterinary Medicine Ghent University for further analysis. The sample tested negative for RVA, RVC, PEDV and TGEV using in-house RT-qPCR assays 25, 61, 62 . Therefore, it was decided to perform a metagenomics analysis with MinION described in this study.",
"Therefore, it was decided to perform a metagenomics analysis with MinION described in this study. Purification of viral nucleic acids. First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 .",
"First, viral enrichment was done based on the NetoVIR protocol to obtain pure viral nucleic acids for sequencing library preparation 13 . MinION analyses of cell culture grown viruses RVA and PEDV were conducted at the Laboratory of Clinical Virology Rega Institute, KU Leuven , whereas the diarrheic fecal sample was analyzed at the Laboratory of Virology Faculty of Veterinary Medicine, Ghent University . RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min.",
"RVA and PEDV stocks were centrifuged at 17,000 × g for 3 min. The supernatant of both suspensions was diluted to 6 log 10 CCID 50 /ml and 500 µl of each suspension was mixed to reach an equal concentration of both viruses. This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 .",
"This mixture was filtered using a 0.8 µm polyethersulphone filter for 1 min at 17,000 × g, followed by a nuclease treatment for 2 hours at 37 °C to digest free nucleic acids in the suspension: 250 µl of the sample was added to 14 µl of home-made buffer 1 M Tris, 100 mM CaCl 2 and 30 mM MgCl 2 , pH 8 , 4 µl of Benzonase Nuclease Millipore and 2 µl Micrococcal Nuclease NEB as described earlier 13 . Fourteen microliters of EDTA were added to stop the reaction, followed by extraction of nucleic acids from the viral particles using the QIAamp Viral RNA Mini Kit Qiagen . The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract.",
"The manufacturer's instructions were followed but no carrier RNA was added and elution was done in 30 µl of AVE to concentrate the viral nucleic acid extract. The diarrheic fecal sample 17V079 was processed similarly as the cell culture grown viruses, with some minor modifications. A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged.",
"A 10% w/v suspension of the diarrhea was made in Minimum Essential Medium and centrifuged. The supernatant was filtered through a 0.45 µm syringe filter Sarstedt and treated with Benzonase Nuclease for 1 hour to speed up the diagnostic pipeline. Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA.",
"Viral nucleic acids were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions without addition of carrier RNA. Elution was done in a volume of 50 µl. cDNA and second strand synthesis for nanopore sequencing.",
"cDNA and second strand synthesis for nanopore sequencing. Nucleic acids were heated at 95 °C for 2 min and chilled on ice to resolve secondary RNA structures and to denature double-stranded RNA. Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA.",
"Superscript IV Reverse Transcriptase ThermoScientific was used to generate cDNA. Ten microliters of template nucleic acids were mixed with 0.5 µl random hexamer primers Random Primer 6, New England Biolabs , 1 µl dNTP mix NEB and 2.5 µl nuclease-free water. Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl.",
"Primer annealing was conducted at 65 °C for 5 min, after which 4 µl Superscript IV Reaction Buffer ThermoScientific , 1 µl dithiothreitol ThermoScientific and 1 µl SuperScript IV Reverse Transcriptase ThermoScientific were added in a total reaction volume of 20 µl. The reaction conditions were as follows: 23 °C for 10 min, 50 °C for 10 min, 80 °C for 10 min and an infinite hold step at 10 °C. A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB .",
"A second strand of DNA was generated from single stranded c DNA molecules using the NEBNext Second Strand Synthesis Kit NEB . Twenty microliters cDNA reaction mixture were added to 10 µl NEBNext Second Strand Synthesis Reaction Buffer, 5 µl NEBNext Second Strand Synthesis Enzyme Mix and 45 µl nuclease-free water 80 µl total reaction volume . Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter .",
"Isothermal amplification was done at 16 °C for 1 h and double-stranded nucleic acids were purified using 144 µl of magnetic AMPure XP Beads Beckman Coulter . Two washing steps with freshly prepared 70% ethanol were conducted before eluting in 52 µl nuclease-free water. Nanopore sequencing library preparation.",
"Nanopore sequencing library preparation. A deoxyadenosine was ligated to the 3′-end of double-stranded nucleic acids to allow binding of complimentary sequencing adapters. Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min.",
"Fifty microliters of un amplified DNA were mixed with 7 µl Ultra II End-Prep Reaction Buffer New England Biolabs and 3 µl Ultra II End-prep enzyme mix New England Biolabs , and incubated at 20 °C for 5 min and 65 °C for 5 min. Next, nucleic acids were purified using 60 µl AMPure XP Beads and eluted in 31 µl nuclease-free water. Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids.",
"Sequencing adapters, provided with the Ligation Sequencing Kit 1D R9.4 SQK-LSK108, ONT , were ligated to the dA-tailed nucleic acids. End-prepped DNA 30 µl was mixed with 20 µl adapter mix AMX, ONT and 50 µl Blunt/TA Ligation Master Mix New England Biolabs in a total reaction volume of 100 µl and incubated at room temperature for 10 min. The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads.",
"The sequencing library, containing double-stranded DNA with adapters ligated to the 3′ ends, was then purified using 40 µl AMPure XP beads. Two washing steps were conducted using 140 µl Adapter Bead Binding Buffer ABB, ONT before eluting in 15 µl of Elution Buffer ELB, ONT . EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water.",
"EXP-LLB001, ONT , 12 µl adapted and tethered library and 12.5 µl nuclease-free water. Sequencing was done using the software programme MinKNOW software ONT . Bio-informatics analyses. Raw reads were produced by MinKNOW. Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5.",
"Live basecalling was enabled for the first experiment using MinKNOW version 1.5.5. In the second experiment, basecalling was done after the sequencing run using Albacore version 1.2.5., ONT . Quality scores and read lengths were visualized using NanoPlot, followed by quality filtering with NanoFilt 63 . Reads with a q-score lower than 7 were omitted.",
"Reads with a q-score lower than 7 were omitted. Sequences were then analyzed using different BLAST methods including BLASTn and tBLASTx BLAST version 2.6.0; e-value cut-off 1e −3 -1e −10 to compare sensitivity and run-times to detect viral sequences among the reads. A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 .",
"A complete viral database was composed of all virus sequences in GenBank taxonomy ID 10239, containing sequences up to 17th of September 2017 . The best hit lowest e-value was visualized using KronaTools 64 . Reads matching viruses were extracted using Seqtk and used in downstream analyses.",
"Reads matching viruses were extracted using Seqtk and used in downstream analyses. GraphMap version 0.5.2 and Samtools version 1.6 were used for mapping of reads against reference sequences, while Canu 1.6 was used for de novo assembly of viral genomes . VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 .",
"VirSorter was run using the 'Viromes' database to look for phages, with the Virome Decontamination Mode on to identify phage contigs 54 . Bio-informatics analyses were executed on a local computer cluster and the high-performance computing facilities of Ghent University. The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.",
"The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request. Sanger sequencing of porcine kobuvirus polymerase gene. A porcine kobuvirus was discovered in the sample 17V079 using the MinION.",
"A porcine kobuvirus was discovered in the sample 17V079 using the MinION. The sequence of the 3D gene of porcine kobuvirus encodes the polymerase and is considered to be most conserved among different strains. The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION.",
"The exact nucleotide sequence of this virus was verified using reverse transcripion polymerase chain reaction followed by Sanger sequencing, as low coverage was obtained with MinION. RT-PCR was executed using the OneStep RT-PCR Kit Qiagen with the newly designed primers Kobu_6049Fw and Kobu_7524Rv IDT DNA Technologies Table 2 . The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl .",
"The RT-PCR reaction contained 5 µl 5 × Qiagen OneStep RT-PCR Buffer, 1 µl dNTPs, 3 µl of each primer 10 µm , 7 µl nuclease-free water, 1 µl OneStep RT-PCR enzyme mix and 5 µl template RNA or water total reaction volume of 25 µl . RT-PCR conditions were as follows: 50 °C for 30 min, 95 °C for 15 min, followed by 30 cycles of amplification 94 °C for 30 s, 50 °C for 30 s and 72° for 90 s and a final extension step at 72 °C for 1 min. Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel.",
"Reactions were held at 10 °C prior to loading 5 µl PCR product with 1 µl of loading dye in a 1.5% agarose gel. Electrophoresis was conducted for 30 min at 100 V and PCR product was visualized by ethidium bromide staining and UV light. The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system.",
"The amplicon was sent to GATC Constance, Germany for Sanger sequencing using an ABI 3730xl DNA Analyzer system. Quality control of the raw chromatograms was done using 4Peaks Nucleobytes BV, The Netherlands and BLASTn NCBI, United States . Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets.",
"Specific RT-qPCR primers Table 2 for the porcine kobuvirus polymerase-encoding gene were designed using Primerquest and Oligoanalyzer IDT DNA Technologies to allow exact quantification in feces of piglets. Each RT-qPCR reaction consisted of 10 µl PrecisionPlus OneStep qRT-PCR Mastermix containing SYBR Green, ROX and an inert blue pipetting dye Primerdesign, Southampton, United Kingdom , 0.4 µl of each primer 200 nM and 6.2 µl nuclease-free water. Three microliters of template RNA or water were added to each tube containing 17 µl mastermix.",
"Three microliters of template RNA or water were added to each tube containing 17 µl mastermix. A synthetic RNA positive control 175nt was generated by RT-PCR using the primers Kobu3D_qPCR +T7_Fw and Kobu3D_qPCR_Rv, followed by in vitro transcription of this PCR product using a T7 RNA polymerase. The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction.",
"The positive control was measured using Nanodrop and used to setup a standard curve over a linear dynamic range LDR from six to one log 10 copies/reaction. Reaction conditions were as follows: 55 °C for 10 min and 95 °C for 2 min, followed by 40 cycles of denaturation 95 °C for 10 s and annealing 58 °C for 60 s . Detection of SYBR Green fluorescence was done at the end of each annealing phase.",
"Detection of SYBR Green fluorescence was done at the end of each annealing phase. A melt curve analysis was executed to assess specificity of the amplicons generated. Each dilution point in the standard curve and each sample was tested in duplicates.",
"Each dilution point in the standard curve and each sample was tested in duplicates. Amplicons were analyzed once on an agarose gel to assess the correct length of the amplicon and Sanger sequencing was conducted to confirm the amplification of the partial porcine kobuvirus polymerase gene. Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99.",
"Assays were valid if the efficiency over the LDR was between 90 and 110%, and R 2 of the standard curve replicates was >0.99. Quantification of the viral loads was possible if the Cq-values of two qPCR replicates fell within the LDR of the assay. Both replicates had to be positive for a sample to be considered as positive.",
"Both replicates had to be positive for a sample to be considered as positive. If the Cq-values of specific amplicons have fallen behind the lowest point of the standard curve, the sample was considered positive but not quantifiable. Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets.",
"Longitudinal investigation of kobuvirus and rotavirus shedding in suckling piglets. Upon characterization of the virome with the MinION, a longitudinal follow-up study was setup between August and September 2017. To warrant the health status of the pig stock, entrance to the farm was strictly regulated. Sampling was performed by the farmer.",
"Sampling was performed by the farmer. Detailed instructions and sampling materials were provided to the farmer. Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments.",
"Sample collection in the longitudinal field study was done in agreement with the European legislation on animal experiments. Sample collection was approved by and done in accordance to the requirements of the Local Ethical Committee of the Faculty of Veterinary Medicine and Bioscience Engineering of Ghent University. One day after parturition of the sows, five litters were selected at random.",
"One day after parturition of the sows, five litters were selected at random. Within each litter, one piglet was identified for longitudinal follow-up during the entire suckling period. A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth.",
"A dry cotton rectal swab Copan was collected from each individual piglet at days 1, 5, 8, 11, 14, 17, 20 and 22 after birth. The swab was placed immediately in 2 ml of viral transport medium phosphate buffered saline containing 1000 U/ml penicillin Continental Pharma, Puurs, Belgium , 1 mg/ml streptomycin Certa, Braine l′Alleud, Belgium , 1 mg/ml gentamicin Life Technologies and 0.01% v/v Fungizone Bristol-Myers Squibb, Braine l′Alleud, Belgium in a sterile 15 ml falcon tube Sarstedt and stored at −20 °C. Every week, samples were collected from the farm and transported to the Laboratory of Virology.",
"Every week, samples were collected from the farm and transported to the Laboratory of Virology. The farmer was asked to mark the tube of each sample for presence or absence of diarrheic signs. Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium.",
"Upon arrival in the Laboratory of Virology, the samples were thawed and placed on a shaker for 30 min at 4 °C to release viral particles in the transport medium. Samples were extracted using the QIAamp Cador Pathogen Mini Kit according to the manufacturer's instructions and purified nucleic acids were eluted in 100 µl of AVE and stored at −70 °C until RT-qPCR analysis. RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab.",
"RT-qPCR analysis was conducted, as described above, to quantify porcine kobuvirus genome copies per swab. Furthermore, RVA and RVC shedding was assessed using previously described in-house RT-qPCR assays 25, 61 . Belgian suckling pigs.",
"Belgian suckling pigs. Fecal samples n = 44 of diarrheic suckling piglets less than 2 weeks old were sent to a private laboratory by veterinarians Dialab, Belsele, Belgium for etiological diagnosis, as described earlier. These samples were collected in 2014 and stored at −70 °C in the laboratory.",
"These samples were collected in 2014 and stored at −70 °C in the laboratory. They had previously been evaluated for the presence of rotaviruses using RT-qPCR 25 . RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies.",
"RNA extraction was conducted using the QIAamp Cador Pathogen Mini Kit Qiagen as described above and RT-qPCR was done to quantify the load of kobuvirus RNA copies. Samples with a quantifiable viral load were subjected to RT-PCR to amplify the 3D polymerase gene, after which Sanger sequencing was performed. The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674.",
"The sequences encoding the polymerase of 11 Belgian porcine kobuvirus isolates were deposited into GenBank with accession numbers MH184664-MH184674. The sequences were used to conduct a multiple sequence alignment together with other porcine kobuvirus strains in MEGA 7 using the ClustalW plug-in 69 . A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 .",
"A maximum-likelihood phylogenetic tree was constructed with RAxML using a general time reversible model with gamma distribution 20 cats, alpha: 0.121, LogLK = 14938.461 and heuristic branch swapping 70 . Tree editing was done using Affinity Designer Serif . Pairwise distances were calculated using the p-distance model in Mega with bootstrap values set at 500 replicates."
] | 1,666 | 5,291 |
What is Clodstridium difficile? | Gram positive, anaerobic bacterium | [
"Clostridium difficile is a Gram positive, anaerobic bacterium that can form highly resistant endospores. The bacterium is the causative agent of C. difficile infection CDI , for which the symptoms can range from a mild diarrhea to potentially fatal pseudomembranous colitis and toxic megacolon. Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A.",
"Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A. In Bacillus subtilis, this transcription factor is also directly or indirectly involved in various other cellular processes. Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence.",
"Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence. We find that the laboratory strain C. difficile 630Δerm contains an 18bp-duplication near the DNA-binding domain compared to its ancestral strain 630. In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets.",
"In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets. In vitro binding assays suggest that the gene encoding the major clostridial toxin TcdB may be a direct target of Spo0A, but supernatant derived from a spo0A negative strain was no less toxic towards Vero cells than that obtained from a wild type strain, in contrast to previous reports. These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely.",
"These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely. Text: Sporulation is an adaptive strategy that enables bacteria to survive harsh environmental conditions for prolonged periods of time, and is an integral part of the transmission of sporulating pathogens and their tolerance and resistance towards antimicrobial compounds. Spo0A is the key regulator for sporulation .",
"Spo0A is the key regulator for sporulation . Most of our knowledge about the protein is based on work in Bacilli. Spo0A is a response regulator that demonstrates phosphorylation dependent binding to DNA . Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay .",
"Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay . The signaling cascade allows for the integration of environmental signals into the regulation of Spo0A dependent processes, including sporulation. The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved .",
"The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved . Phosphorylation is believed to result in a structural rearrangement that facilitates dimerization , resulting in the disruption of transcription-inhibitory contacts between the receiver and effector domains. The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation .",
"The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation . Extensive characterization of Spo0A targets has revealed a motif that represents a high affinity Spo0A binding site, the 0A box . The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence .",
"The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence . It is noteworthy that Spo0A regulates many other processes than sporulation, such as competence for genetic transformation, DNA replication, and biofilm formation in B. subtilis , virulence factors and stress responses in for instance B. anthracis and B. thuringiensis , and solvent production in Clostridium acetobutylicum . C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see .",
"C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see . Though many people are asymptomatically colonized by C. difficile, the bacterium can cause serious health problems, such as pseudomembranous colitis and toxic megacolon, under the influence of risk factors such as age and antibiotic use. As a result, CDI was long regarded a nosocomial infection.",
"As a result, CDI was long regarded a nosocomial infection. Recently, however, an increase in the cases of community acquired CDI can be observed . Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 .",
"Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 . Its main virulence factors are the major clostridial toxins A and B . In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin .",
"In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin . C. difficile is transmitted via the fecal-oral route. It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow .",
"It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow . There is limited knowledge about the regulation of sporulation in C. difficile. It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice .",
"It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice . Though the pathways downstream of Spo0A seem to a large extent conserved between B. subtilis and Clostridia, this is less so for the pathways leading to activation of Spo0A . It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A .",
"It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A . Similarly, it was reported that multiple orphan histidine kinases can phosphorylate Spo0A in C. acetobutylicum . Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter .",
"Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter . It is unknown which genes are regulated by direct binding of Spo0A to their upstream regions. Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes.",
"Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes. Escherichia coli strains were routinely grown in Luria-Bertani broth or plates, supplemented with appropriate antibiotics. Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures.",
"Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures. Ampicillin was used at a final concentration of 100 mg/mL. Kanamycin was used at a final concentration of 20 mg/mL. Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen .",
"Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen . C. difficile strains were grown in a glucose-free trypton-yeast based medium TTY; 3% w/v bactotrypton BD , 2% yeast extract Fluka , 0.1% w/v thioglycollate Sigma pH 7.4 , supplemented with 20 mg/mL of lincomycin when appropriate, or on CLO or TSS plates Biomerieux . All plasmids are listed in Table 1 .",
"All plasmids are listed in Table 1 . Primers obtained from Sigma Aldrich are listed in Text S1 and specific cycling conditions are available on request. Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer.",
"Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer. Plasmid pWKS1251, for the overproduction of Spo0A-DBD carrying a C-terminal 66His-tag, was constructed as follows. A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template.",
"A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template. The resulting fragment was cloned into pCR2.1-TOPO Invitrogen , yielding pWKS1247. This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner.",
"This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner. The construct was verified by PCR, restriction analyses and DNA sequencing using primers oWKS-135 and oWKS-136 see below . Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a.",
"Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a. Plasmids used as PCR templates for generating EMSA probes were constructed by cloning the PCR products into pCR2.1-TOPO. The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below .",
"The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below . Sequence grade plasmids were isolated using a Nucleospin Plasmid QuickPure kit Macherey Nagel according to the manufacturer's instructions, except that two lysis reactions were combined onto a single filter and eluted with 65uC prewarmed AE buffer. All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers.",
"All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers. In short, ,200 ng of plasmid was mixed with 3.2 pmol of primer, 1 mL Terminator Ready Reaction Mix Invitrogen in a final volume of 20 mL. After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run.",
"After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run. Sequence analyses were performed in CloneManager Professional Suite 7 SciEd and Geneious version 5.6.2 Biomatters Ltd . Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen .",
"Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen . Transformants were used to inoculate 25 mL of LB with appropriate antibiotics. After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics.",
"After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics. Protein production was induced with 1 mM IPTG at an OD600 of 0.7 and growth was continued for another three hours before harvesting. Cells were washed with ice cold PBS and stored at 280uC for later use.",
"Cells were washed with ice cold PBS and stored at 280uC for later use. Purification of the proteins was essentially done as described . In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . Cleared cell lysates we incubated with 2 mL pre-equilibrated 50% TALON slurry Clontech in a final volume of 15 mL lysis buffer for 1 hr. The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . The protein was stepwise eluted in 1 mL fractions after applying 2 mL elution buffer to the column identical to wash buffer but with 50, 100, 250 or 500 mM imidazole . The whole procedure was carried out at 4uC.",
"The whole procedure was carried out at 4uC. Fractions were assayed for purity and yield and suitable fractions were dialysed against 26 1L dialysis buffer 50 mM Tris-HCl pH 8, 1 mM EDTA, 0.5 mM DTT using Slide-A-Lyzer cassettes with a molecular weight cut-off of 3.5 kDa Pierce . Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol .",
"Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol . Protein concentrations were determined using Bradford reagent BioRad , according to the manufacturer's instructions. DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template.",
"DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template. Primers and specific cycling conditions for generation of the EMSA probes are listed in Text S1. DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions.",
"DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions. Recovered DNA was end-labeled with 32P-c-ATP using FR buffer and T4 kinase Invitrogen according to the instructions of the manufacturer. Specific activity was determined on a LS6000 scintillation counter Beckman .",
"Specific activity was determined on a LS6000 scintillation counter Beckman . EMSA conditions were based on previous studies . In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment.",
"In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment. Reactions were incubated for 20 minutes at 30uC prior to loading on a 16TAE/8% non-denaturing polyacrylamide gel that was prerun for 20 minutes at 50 V in 16 TAE buffer. Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare .",
"Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare . The toxic effects of C. difficile culture supernatants on Vero cells a kind gift of Eric Snijder were determined as follows. Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe.",
"Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe. Supernatants were 2-fold serially diluted in cell culture medium Dulbecco modified Eagle medium Lonza supplemented with 100 mg/mL penicillin, 100 U/mL streptomycin, 10% fetal calf serum , before applying them to a monolayer of Vero cells, and incubation was continued for another hour. As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells.",
"As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells. To determine if observed cytotoxic effects were specific for the large clostridial toxins, commercially available anti-toxin against TcdA and TcdB Techlab was added to 10-fold diluted bacterial supernatant for 60 min prior to incubation on the Vero cells. Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed.",
"Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed. Statistical significance was evaluated with an independent sample t-test. Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK .",
"Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK . Cells from 1 mL of C. difficile culture were collected by centrifugation for 1 min at 14000 rpm in a table top centrifuge and resuspended in 200 mL resuspension buffer 10 mM Tris HCl pH 8, 10 mM EDTA, 0.5 mg/mL lysozyme, 1 mM Pefabloc SC Roche . After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins.",
"After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins. Total cell lysates amounts corrected for OD 600 were separated on a 12% SDS-PAGE gel prior to semi-dry blotting for 1 h at 10 V to a polyvinylidene fluoride PVDF membrane. Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences .",
"Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences . To visualize Spo0A protein cleared polyclonal serum from a single mouse at a 1:3000 dilution was used, followed by either a goat-anti-mouse HRP-conjugated secondary antibody followed by ECL+ detection Amersham Bioscience , or a goatanti-mouse-biotin-conjugated secondary antibody Dako followed by a tertiary mouse-anti-biotin Cy3-conjugated antibody Jackson . Detection was done using on a Typhoon instrument GE Healthcare .",
"Detection was done using on a Typhoon instrument GE Healthcare . Background corrected peak volumes were quantified using ImageQuant TL Amersham Biosciences . Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study.",
"Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study. The sequence for spo0A of C. difficile strain 630Derm was deposited in Genbank accession no JX050222 . Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches.",
"Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches. The box positions were linked to upand downstream genes using the ''Add nearest gene to List of DNA Motifs'' feature and Microsoft Excel. The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand.",
"The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand. Figures for publication were prepared using ImageQuant TL Amersham Biosciences , Adobe Photoshop CS3 Adobe Systems Inc and Corel Graphics Suite X5 Corel Corporation . In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig.",
"In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig. 1A and purified to near homogeneity using metal affinity chromatography Fig. 1A ; lanes P .",
"1A ; lanes P . Full length protein was used to raise antibodies to detect Spo0A in total lysates of C. difficile strains, and the purified DNA binding domain was used in subsequent in vitro binding assays see below . We determined the expression of C. difficile Spo0A throughout growth.",
"We determined the expression of C. difficile Spo0A throughout growth. We found that the protein is present in lysates from exponential to stationary growth phase cells. We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY .",
"We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY . We found a clear signal of the size expected for full length Spo0A ,31 kDa as early as 3 hours post inoculation exponential growth phase , through transition phase 8 h as well as 24 and 48 hours post inoculation stationary growth phase Figure 1B; 630Derm . The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig.",
"The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig. 1B , CT::spo0A . We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown .",
"We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown . To determine relative levels of Spo0A throughout growth, we performed an immunoblot experiment using fluorescent antibodies, which gives more quantitative information compared to the use of horseradish peroxidase conjugated antibodies in our hands. We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C .",
"We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C . Though it should be noted that the Western blots do not provide information on the phosphorylation state of the protein, we conclude that the protein in active or inactive form is present throughout growth and is more abundant in stationary growth phase. Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores .",
"Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores . In silico analyses suggest a similar secondary structure for both proteins Fig. 2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region .",
"2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region . We compared the sequence of CD1214 obtained from our lab strain 630Derm to that of the published C. difficile 630 genome . Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 .",
"Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 . The 630Derm spo0A sequence Genbank accession no JX050222 was derived from the expression plasmids constructed for this study, and confirmed in a whole genome sequence of strain 630Derm generated in our lab data not shown . We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence.",
"We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence. The duplication maps to a region of the protein with relatively low sequence conservation hinge , flanking the highly conserved DNA binding domain Fig. 2A and B .",
"2A and B . We verified the absence of this duplication in strain 630 by PCR Fig. 2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion.",
"2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion. In addition, we checked several other strains of PCR ribotypes 12 to which 630 and 630Derm belong by PCR, but the duplication was found to be unique to 630Derm among the isolates tested data not shown . C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile.",
"C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile. In B. subtilis amino acid residues contacting the backbone of the DNA and interacting with specific residues of the Spo0A binding sequence have been defined . We found that all these residues were conserved in the C. difficile protein sequence Fig.",
"We found that all these residues were conserved in the C. difficile protein sequence Fig. 2B , indicating that the protein likely recognizes a similar motif. DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization .",
"DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization . However, it was shown that the isolated DBD is capable of binding to legitimate targets of the full length protein . Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays.",
"Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays. As no direct targets for the C. difficile protein have been reported so far, we used the upstream region of the abrB gene PabrB of B. subtilis. PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein .",
"PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein . It is noteworthy that we failed to identify a homolog of abrB in C. difficile using BLAST, indicating that potential indirect regulation by Spo0A cannot occur through abrB in C. difficile as it does in B. subtilis. We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig.",
"We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig. 2D and E . We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag.",
"We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag. The addition of protein leads to a dose-dependent retardation of the DNA fragment with an apparent K D of ,50 nM. In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig.",
"In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig. 2E , suggesting that binding was specific for the abrB promoter region. B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA .",
"B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA . Structural studies have revealed that the protein makes specific contacts with the G at position 2 G2 , and the C at position 4 C4 and 5 G5 of this motif . We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB.",
"We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB. We found that the affinity of C. difficile Spo0A for these mutated PabrB fragments was highly reduced Fig. 2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence.",
"2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence. For the single point mutations in the DNA, the affinity decreased ,10-fold. There did not seem to be an additive effect of a second point mutation for the two combinations tested.",
"There did not seem to be an additive effect of a second point mutation for the two combinations tested. None of the mutations abolished binding of C. difficile Spo0A completely, most likely as the result of binding of Spo0A to other non-consensus 0A boxes in the abrB promoter . Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD.",
"Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD. Value for Binding by C. difficile Spo0A-DBD Above, we have established that the Spo0A-DBD of C. difficile is highly homologous to that of the B. subtilis Spo0A protein, and that the proteins recognize a similar consensus sequence Fig. 2 .",
"2 . Based on this information, we identified the several genes as putative direct targets of C. difficile Spo0A. We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D .",
"We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D . Such an analysis revealed the presence of 102 matching motifs, of which 45 were located within 500 bp of the initiating ATG of an open reading frame on the same strand see Table S1 . Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, .",
"Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, . We found that C. difficile Spo0A bound to DNA sequences upstream of spo0A and sigH. We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames.",
"We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames. We found that the addition of Spo0A-DBD to the reactions caused retardation of the spo0A and sigH DNA fragments Fig. 3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig.",
"3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig. 3B . It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA.",
"It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA. Moreover, the presence of multiple shifted species could indicate the presence of more than one strong binding site. These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis .",
"These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis . We were interested to see if Spo0A in C. difficile could potentially regulate genes that have no documented function in sporulation. Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon.",
"Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon. This positioning is similar to that observed for spo0A . and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA.",
"and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA. We carried out EMSA experiments using probes that included the perfect consensus site and purified Spo0A-DBD protein. We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig.",
"We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig. 3A . The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms.",
"The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms. Together our results establish the potential for binding of Spo0A to DNA upstream of spo0A and sigH, two genes that are important for sporulation, and indicate that Spo0A may have functions that go beyond the regulation of sporulation in C. difficile. It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway .",
"It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway . However, the in silico identification of upstream regions with a consensus Spo0A binding site did not point to any of the early sporulation genes downstream of spo0A itself as direct targets of Spo0A. This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search.",
"This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search. In support of this, many well-characterized legitimate direct targets of B. subtilis Spo0A such as spoIIAA and spoIIE do not contain a 100% match to the core motif, but rather one or more near-consensus boxes . We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig.",
"We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig. 3B . For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM.",
"For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM. For spoIIGA encoding a sporulation specific protease we observed the shifted species only at higher concentrations of protein .200 nM . The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations.",
"The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations. Moreover, the shift we observed was reversible using unlabeled DNA containing a high affinity binding site, but not using unlabeled DNA that lacked such a site Figure S1B-D . Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex.",
"Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex. Together, these results suggest that Spo0A in C. difficile might regulate the transcription of at least a subset of early sporulation genes by direct binding to their promoter regions. C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells .",
"C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells . Considering the absence of a homolog of the abrB repressor, direct binding of Spo0A and concomitant activation of toxin gene transcription is a likely mechanism through which this could occur. We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands.",
"We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands. We performed EMSAs using DNA upstream of tcdR encoding a sigma factor responsible for the activation of toxin gene transcription , tcdB encoding toxin B , tcdA encoding toxin A . In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used .",
"In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used . Of the regions tested, we only observed a clear shifted species, indicative of Spo0A binding, for tcdB Figure 4A ; the shifted species in our EMSA assay was reversed by the addition of unlabeled DNA containing a high affinity binding site, but not by DNA lacking such a site Figure S1E . For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F .",
"For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F . The probes for tcdA, tcdE and tcdR were indistinguishable from those obtained with our negative control, spoVG. We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested.",
"We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested. We found no lower toxicity towards Vero cells of culture supernatants derived from spo0A mutant cells compared to wild type. We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium.",
"We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium. We harvested culture supernatant at late-exponential phase approximately 7 hours post inoculation , the transition phase between exponential and stationary growth phase approximately 9 hours post inoculation , as well as two time points in stationary phase 24 and 48 hours post inoculation and determined the toxin endpoint titres see Materials and Methods . In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test .",
"In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test . In other medium BHIS , we observed no differences at all data not shown . We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions.",
"We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions. The Spo0A-box of C. difficile In B. subtilis, the binding site of Spo0A on target DNA has been well-characterized, through a combination of in vitro binding assays, determination of in vivo binding profiles and mutagenesis of regulated promoter sequences. This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box .",
"This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box . Depending on the analysis, this motif is flanked by one or more adenine or thymine residues . Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs.",
"Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs. The differences in these motifs may reflect different promoter architectures e.g. AT content , modes of action e.g. activation or repression or levels of regulation.",
"AT content , modes of action e.g. activation or repression or levels of regulation. Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A .",
"Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A . For C. difficile, we conclude that the Spo0A protein likely recognizes a motif that is similar to the B. subtilis Spo0A box on the basis of four lines of evidence; 1. All DNA binding/contacting residues are conserved Fig.",
"All DNA binding/contacting residues are conserved Fig. 2B , 2. C. difficile Spo0A can bind with high affinity to a target of B. subtilis Spo0A Fig. 2D , 3. Mutagenesis of key residues in the B. subtilis Spo0A box reduces affinity of C. difficile Spo0A for DNA Fig. 2E and 4.",
"2E and 4. A B. subtilis Spo0A box has predictive value for DNA binding by C. difficile Spo0A Fig. 3A .",
"3A . It is conceivable that our model system, using the purified DNA binding domain, does not accurately reflect binding to all target sites, if target site selectivity is determined in part by other parts by of the full length protein. It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K.",
"It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K. Smits, unpublished observations . These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance.",
"These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance. The initiation of sporulation in B. subtilis is subject to complex regulation for review see ref . The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell .",
"The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell . In addition, the transcription of the spo0A gene is controlled by multiple feedback loops. For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter .",
"For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter . In C. difficile, there are some interesting differences and similarities in the regulatory pathways. Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases .",
"Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases . The transcription of spo0A in C. difficile is under control of the transition state sigma factor Sigma H , as it is in B. subtilis . Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig.",
"Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig. 3A , raising the possibility of auto-regulation of spo0A. The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis .",
"The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis . Consistent with a model in which spo0A is positively autoregulated, we noted a sharp increase in the levels of Spo0A as cells approach the stationary growth phase Figure 1C . Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig.",
"Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig. 3B . All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway .",
"All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway . Though Spo0A is the key regulator for sporulation in Firmicutes, it regulates numerous other processes in various bacteria. In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, .",
"In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, . Importantly, several of these processes are indirectly regulated, through the Spo0A-dependent repression of abrB. Additionally, transcription of abrB responds already to low levels of Spo0A,P .",
"Additionally, transcription of abrB responds already to low levels of Spo0A,P . As a result these effects are detectable in late-exponential and early stationary phase, as some Spo0A is present throughout growth in B. subtilis cells. Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators.",
"Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators. Alternatively, Spo0A may exert a direct effect. In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation .",
"In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation . It seems therefore conceivable that Spo0A in C. difficile also affects aspects of metabolism. In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B .",
"In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B . We observed direct binding of C. difficile Spo0A to the promoter region of sigH Fig. 3A .",
"3A . This gene encodes the key sigma factor for the transition phase, and regulates processes outside sporulation as well . Moreover, we found significant levels of Spo0A from early stationary phase on Fig. 1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile.",
"1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile. In line with this idea, we found a potential regulatory link between Spo0A and two genes that to our knowledge are not related to the sporulation process, the lipoate ligase lplA and the aliphatic sulfonates transporter ssuA Fig. 3A .",
"3A . The presence of a putative Spo0A binding site upstream of these genes, as well as the spacing compared to the start codon, is conserved in the problematic Stoke-Mandeville strain R20291 , a member of PCR ribotype 27. This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile.",
"This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile. It should be noted that our work so far has been limited to an in vitro analysis of Spo0A binding, and therefore does not indicate whether activation or repression of the putative target genes occurs in vivo. To answer this question, detailed transcriptome and/or proteome studies have to be performed.",
"To answer this question, detailed transcriptome and/or proteome studies have to be performed. In order to distinguish direct from indirect effects, in vivo binding profiles of Spo0A should be performed. The antibodies generated for this study should prove to be useful for this type of experiments.",
"The antibodies generated for this study should prove to be useful for this type of experiments. Amongst the pathogenic Firmicutes, Spo0A has been reported to affect toxin production in multiple species. In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control .",
"In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control . Similarly, the production of the emetic toxin cereulide in B. cereus is greatly repressed in a spo0A mutant, in an AbrB-dependent manner . In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein .",
"In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein . In Clostridium perfringens TpeL, a member of the large clostridial toxins just like TcdA and TcdB, is directly dependent on Spo0A and also the production of enterotoxin in this organism seems to be indirectly dependent on sporulation . In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB .",
"In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB . Our in vitro binding data indicate a potential binding site for Spo0A upstream of tcdB and possibly tcdC Fig. 4A .",
"4A . However, the in vivo relevance of this binding seems limited as in our hands an independently derived but otherwise identical mutant a kind gift of the Minton lab; did not demonstrate a reduced toxicity towards Vero cells. In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells .",
"In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells . The small, and not significant, differences in toxin levels in our experiments might be attributed to differences in the susceptibility of cells for lysis rather than the production of toxin, but could also indicate a negative regulatory effect of Spo0A on toxin production. In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease .",
"In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease . The differences between Underwood et al on the one hand and our study as well as the study of Deakin and coworkers on the other hand may be explained by differences in experimental conditions, such as the medium used. However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown .",
"However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown . Alternatively, the differences could indicate integration of the group II intron at more than one location in the chromosome in the strain used in Underwood et al . In the absence of a complementation experiment and/or Southern blot data, this remains to be established.",
"In the absence of a complementation experiment and/or Southern blot data, this remains to be established. In summary, our data are consistent with a model in which the regulation of the major clostridial toxins in C. difficile is not positively affected by Spo0A, in contrast to previous findings and other pathogenic Clostridia. Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays.",
"Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays. In the present study we have for the first time demonstrated direct binding of the DNA binding domain of C. difficile Spo0A to putative target DNA. This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA .",
"This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA . The effects of Spo0A on toxin production may be similar to those observed for B. thuringiensis . Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo.",
"Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo. The identification of genes affected by Spo0A in C. difficile may shed light on the role of the protein in virulence and pathogenesis of this organism. Figure S1 Specificity controls for binding by Spo0A-DBD-his6.",
"Figure S1 Specificity controls for binding by Spo0A-DBD-his6. Arrows indicate the position of shifted species DNA:protein complexes . Titrations with PCR fragments of PabrB containing a high affinity binding site and PtcdA lacking such a site correspond to approximately 0.1 nM/mL -0.03 nM/ mL. A.",
"A. Comparison of binding of Spo0A-DBD-his6, Spo0A-his6 and CD2195-his6 binding to the upstream region of spoIIAA. B. Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA .",
"Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA . C. Binding of Spo0A-DBD-his6 to the upstream region of spoIIE is reversed by the addition of PabrB, but not by the addition of PtcdA. D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA.",
"D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA. E. Binding of Spo0A-DBD-his6 to the upstream region of tcdB is reversed by the addition of PabrB, but not by the addition of PtcdA. F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA.",
"F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA. TIF Text S1 Oligonucleotides used in this study and PCR cycling conditions for the EMSA probes. PDF"
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What is sporulation? | adaptive strategy that enables bacteria to survive harsh environmental conditions for prolonged periods of time | [
"Clostridium difficile is a Gram positive, anaerobic bacterium that can form highly resistant endospores. The bacterium is the causative agent of C. difficile infection CDI , for which the symptoms can range from a mild diarrhea to potentially fatal pseudomembranous colitis and toxic megacolon. Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A.",
"Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A. In Bacillus subtilis, this transcription factor is also directly or indirectly involved in various other cellular processes. Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence.",
"Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence. We find that the laboratory strain C. difficile 630Δerm contains an 18bp-duplication near the DNA-binding domain compared to its ancestral strain 630. In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets.",
"In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets. In vitro binding assays suggest that the gene encoding the major clostridial toxin TcdB may be a direct target of Spo0A, but supernatant derived from a spo0A negative strain was no less toxic towards Vero cells than that obtained from a wild type strain, in contrast to previous reports. These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely.",
"These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely. Text: Sporulation is an adaptive strategy that enables bacteria to survive harsh environmental conditions for prolonged periods of time, and is an integral part of the transmission of sporulating pathogens and their tolerance and resistance towards antimicrobial compounds. Spo0A is the key regulator for sporulation .",
"Spo0A is the key regulator for sporulation . Most of our knowledge about the protein is based on work in Bacilli. Spo0A is a response regulator that demonstrates phosphorylation dependent binding to DNA . Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay .",
"Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay . The signaling cascade allows for the integration of environmental signals into the regulation of Spo0A dependent processes, including sporulation. The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved .",
"The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved . Phosphorylation is believed to result in a structural rearrangement that facilitates dimerization , resulting in the disruption of transcription-inhibitory contacts between the receiver and effector domains. The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation .",
"The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation . Extensive characterization of Spo0A targets has revealed a motif that represents a high affinity Spo0A binding site, the 0A box . The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence .",
"The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence . It is noteworthy that Spo0A regulates many other processes than sporulation, such as competence for genetic transformation, DNA replication, and biofilm formation in B. subtilis , virulence factors and stress responses in for instance B. anthracis and B. thuringiensis , and solvent production in Clostridium acetobutylicum . C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see .",
"C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see . Though many people are asymptomatically colonized by C. difficile, the bacterium can cause serious health problems, such as pseudomembranous colitis and toxic megacolon, under the influence of risk factors such as age and antibiotic use. As a result, CDI was long regarded a nosocomial infection.",
"As a result, CDI was long regarded a nosocomial infection. Recently, however, an increase in the cases of community acquired CDI can be observed . Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 .",
"Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 . Its main virulence factors are the major clostridial toxins A and B . In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin .",
"In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin . C. difficile is transmitted via the fecal-oral route. It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow .",
"It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow . There is limited knowledge about the regulation of sporulation in C. difficile. It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice .",
"It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice . Though the pathways downstream of Spo0A seem to a large extent conserved between B. subtilis and Clostridia, this is less so for the pathways leading to activation of Spo0A . It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A .",
"It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A . Similarly, it was reported that multiple orphan histidine kinases can phosphorylate Spo0A in C. acetobutylicum . Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter .",
"Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter . It is unknown which genes are regulated by direct binding of Spo0A to their upstream regions. Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes.",
"Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes. Escherichia coli strains were routinely grown in Luria-Bertani broth or plates, supplemented with appropriate antibiotics. Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures.",
"Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures. Ampicillin was used at a final concentration of 100 mg/mL. Kanamycin was used at a final concentration of 20 mg/mL. Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen .",
"Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen . C. difficile strains were grown in a glucose-free trypton-yeast based medium TTY; 3% w/v bactotrypton BD , 2% yeast extract Fluka , 0.1% w/v thioglycollate Sigma pH 7.4 , supplemented with 20 mg/mL of lincomycin when appropriate, or on CLO or TSS plates Biomerieux . All plasmids are listed in Table 1 .",
"All plasmids are listed in Table 1 . Primers obtained from Sigma Aldrich are listed in Text S1 and specific cycling conditions are available on request. Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer.",
"Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer. Plasmid pWKS1251, for the overproduction of Spo0A-DBD carrying a C-terminal 66His-tag, was constructed as follows. A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template.",
"A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template. The resulting fragment was cloned into pCR2.1-TOPO Invitrogen , yielding pWKS1247. This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner.",
"This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner. The construct was verified by PCR, restriction analyses and DNA sequencing using primers oWKS-135 and oWKS-136 see below . Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a.",
"Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a. Plasmids used as PCR templates for generating EMSA probes were constructed by cloning the PCR products into pCR2.1-TOPO. The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below .",
"The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below . Sequence grade plasmids were isolated using a Nucleospin Plasmid QuickPure kit Macherey Nagel according to the manufacturer's instructions, except that two lysis reactions were combined onto a single filter and eluted with 65uC prewarmed AE buffer. All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers.",
"All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers. In short, ,200 ng of plasmid was mixed with 3.2 pmol of primer, 1 mL Terminator Ready Reaction Mix Invitrogen in a final volume of 20 mL. After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run.",
"After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run. Sequence analyses were performed in CloneManager Professional Suite 7 SciEd and Geneious version 5.6.2 Biomatters Ltd . Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen .",
"Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen . Transformants were used to inoculate 25 mL of LB with appropriate antibiotics. After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics.",
"After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics. Protein production was induced with 1 mM IPTG at an OD600 of 0.7 and growth was continued for another three hours before harvesting. Cells were washed with ice cold PBS and stored at 280uC for later use.",
"Cells were washed with ice cold PBS and stored at 280uC for later use. Purification of the proteins was essentially done as described . In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . Cleared cell lysates we incubated with 2 mL pre-equilibrated 50% TALON slurry Clontech in a final volume of 15 mL lysis buffer for 1 hr. The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . The protein was stepwise eluted in 1 mL fractions after applying 2 mL elution buffer to the column identical to wash buffer but with 50, 100, 250 or 500 mM imidazole . The whole procedure was carried out at 4uC.",
"The whole procedure was carried out at 4uC. Fractions were assayed for purity and yield and suitable fractions were dialysed against 26 1L dialysis buffer 50 mM Tris-HCl pH 8, 1 mM EDTA, 0.5 mM DTT using Slide-A-Lyzer cassettes with a molecular weight cut-off of 3.5 kDa Pierce . Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol .",
"Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol . Protein concentrations were determined using Bradford reagent BioRad , according to the manufacturer's instructions. DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template.",
"DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template. Primers and specific cycling conditions for generation of the EMSA probes are listed in Text S1. DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions.",
"DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions. Recovered DNA was end-labeled with 32P-c-ATP using FR buffer and T4 kinase Invitrogen according to the instructions of the manufacturer. Specific activity was determined on a LS6000 scintillation counter Beckman .",
"Specific activity was determined on a LS6000 scintillation counter Beckman . EMSA conditions were based on previous studies . In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment.",
"In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment. Reactions were incubated for 20 minutes at 30uC prior to loading on a 16TAE/8% non-denaturing polyacrylamide gel that was prerun for 20 minutes at 50 V in 16 TAE buffer. Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare .",
"Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare . The toxic effects of C. difficile culture supernatants on Vero cells a kind gift of Eric Snijder were determined as follows. Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe.",
"Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe. Supernatants were 2-fold serially diluted in cell culture medium Dulbecco modified Eagle medium Lonza supplemented with 100 mg/mL penicillin, 100 U/mL streptomycin, 10% fetal calf serum , before applying them to a monolayer of Vero cells, and incubation was continued for another hour. As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells.",
"As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells. To determine if observed cytotoxic effects were specific for the large clostridial toxins, commercially available anti-toxin against TcdA and TcdB Techlab was added to 10-fold diluted bacterial supernatant for 60 min prior to incubation on the Vero cells. Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed.",
"Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed. Statistical significance was evaluated with an independent sample t-test. Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK .",
"Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK . Cells from 1 mL of C. difficile culture were collected by centrifugation for 1 min at 14000 rpm in a table top centrifuge and resuspended in 200 mL resuspension buffer 10 mM Tris HCl pH 8, 10 mM EDTA, 0.5 mg/mL lysozyme, 1 mM Pefabloc SC Roche . After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins.",
"After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins. Total cell lysates amounts corrected for OD 600 were separated on a 12% SDS-PAGE gel prior to semi-dry blotting for 1 h at 10 V to a polyvinylidene fluoride PVDF membrane. Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences .",
"Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences . To visualize Spo0A protein cleared polyclonal serum from a single mouse at a 1:3000 dilution was used, followed by either a goat-anti-mouse HRP-conjugated secondary antibody followed by ECL+ detection Amersham Bioscience , or a goatanti-mouse-biotin-conjugated secondary antibody Dako followed by a tertiary mouse-anti-biotin Cy3-conjugated antibody Jackson . Detection was done using on a Typhoon instrument GE Healthcare .",
"Detection was done using on a Typhoon instrument GE Healthcare . Background corrected peak volumes were quantified using ImageQuant TL Amersham Biosciences . Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study.",
"Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study. The sequence for spo0A of C. difficile strain 630Derm was deposited in Genbank accession no JX050222 . Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches.",
"Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches. The box positions were linked to upand downstream genes using the ''Add nearest gene to List of DNA Motifs'' feature and Microsoft Excel. The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand.",
"The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand. Figures for publication were prepared using ImageQuant TL Amersham Biosciences , Adobe Photoshop CS3 Adobe Systems Inc and Corel Graphics Suite X5 Corel Corporation . In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig.",
"In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig. 1A and purified to near homogeneity using metal affinity chromatography Fig. 1A ; lanes P .",
"1A ; lanes P . Full length protein was used to raise antibodies to detect Spo0A in total lysates of C. difficile strains, and the purified DNA binding domain was used in subsequent in vitro binding assays see below . We determined the expression of C. difficile Spo0A throughout growth.",
"We determined the expression of C. difficile Spo0A throughout growth. We found that the protein is present in lysates from exponential to stationary growth phase cells. We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY .",
"We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY . We found a clear signal of the size expected for full length Spo0A ,31 kDa as early as 3 hours post inoculation exponential growth phase , through transition phase 8 h as well as 24 and 48 hours post inoculation stationary growth phase Figure 1B; 630Derm . The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig.",
"The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig. 1B , CT::spo0A . We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown .",
"We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown . To determine relative levels of Spo0A throughout growth, we performed an immunoblot experiment using fluorescent antibodies, which gives more quantitative information compared to the use of horseradish peroxidase conjugated antibodies in our hands. We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C .",
"We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C . Though it should be noted that the Western blots do not provide information on the phosphorylation state of the protein, we conclude that the protein in active or inactive form is present throughout growth and is more abundant in stationary growth phase. Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores .",
"Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores . In silico analyses suggest a similar secondary structure for both proteins Fig. 2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region .",
"2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region . We compared the sequence of CD1214 obtained from our lab strain 630Derm to that of the published C. difficile 630 genome . Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 .",
"Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 . The 630Derm spo0A sequence Genbank accession no JX050222 was derived from the expression plasmids constructed for this study, and confirmed in a whole genome sequence of strain 630Derm generated in our lab data not shown . We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence.",
"We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence. The duplication maps to a region of the protein with relatively low sequence conservation hinge , flanking the highly conserved DNA binding domain Fig. 2A and B .",
"2A and B . We verified the absence of this duplication in strain 630 by PCR Fig. 2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion.",
"2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion. In addition, we checked several other strains of PCR ribotypes 12 to which 630 and 630Derm belong by PCR, but the duplication was found to be unique to 630Derm among the isolates tested data not shown . C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile.",
"C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile. In B. subtilis amino acid residues contacting the backbone of the DNA and interacting with specific residues of the Spo0A binding sequence have been defined . We found that all these residues were conserved in the C. difficile protein sequence Fig.",
"We found that all these residues were conserved in the C. difficile protein sequence Fig. 2B , indicating that the protein likely recognizes a similar motif. DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization .",
"DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization . However, it was shown that the isolated DBD is capable of binding to legitimate targets of the full length protein . Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays.",
"Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays. As no direct targets for the C. difficile protein have been reported so far, we used the upstream region of the abrB gene PabrB of B. subtilis. PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein .",
"PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein . It is noteworthy that we failed to identify a homolog of abrB in C. difficile using BLAST, indicating that potential indirect regulation by Spo0A cannot occur through abrB in C. difficile as it does in B. subtilis. We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig.",
"We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig. 2D and E . We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag.",
"We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag. The addition of protein leads to a dose-dependent retardation of the DNA fragment with an apparent K D of ,50 nM. In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig.",
"In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig. 2E , suggesting that binding was specific for the abrB promoter region. B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA .",
"B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA . Structural studies have revealed that the protein makes specific contacts with the G at position 2 G2 , and the C at position 4 C4 and 5 G5 of this motif . We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB.",
"We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB. We found that the affinity of C. difficile Spo0A for these mutated PabrB fragments was highly reduced Fig. 2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence.",
"2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence. For the single point mutations in the DNA, the affinity decreased ,10-fold. There did not seem to be an additive effect of a second point mutation for the two combinations tested.",
"There did not seem to be an additive effect of a second point mutation for the two combinations tested. None of the mutations abolished binding of C. difficile Spo0A completely, most likely as the result of binding of Spo0A to other non-consensus 0A boxes in the abrB promoter . Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD.",
"Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD. Value for Binding by C. difficile Spo0A-DBD Above, we have established that the Spo0A-DBD of C. difficile is highly homologous to that of the B. subtilis Spo0A protein, and that the proteins recognize a similar consensus sequence Fig. 2 .",
"2 . Based on this information, we identified the several genes as putative direct targets of C. difficile Spo0A. We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D .",
"We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D . Such an analysis revealed the presence of 102 matching motifs, of which 45 were located within 500 bp of the initiating ATG of an open reading frame on the same strand see Table S1 . Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, .",
"Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, . We found that C. difficile Spo0A bound to DNA sequences upstream of spo0A and sigH. We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames.",
"We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames. We found that the addition of Spo0A-DBD to the reactions caused retardation of the spo0A and sigH DNA fragments Fig. 3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig.",
"3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig. 3B . It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA.",
"It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA. Moreover, the presence of multiple shifted species could indicate the presence of more than one strong binding site. These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis .",
"These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis . We were interested to see if Spo0A in C. difficile could potentially regulate genes that have no documented function in sporulation. Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon.",
"Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon. This positioning is similar to that observed for spo0A . and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA.",
"and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA. We carried out EMSA experiments using probes that included the perfect consensus site and purified Spo0A-DBD protein. We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig.",
"We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig. 3A . The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms.",
"The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms. Together our results establish the potential for binding of Spo0A to DNA upstream of spo0A and sigH, two genes that are important for sporulation, and indicate that Spo0A may have functions that go beyond the regulation of sporulation in C. difficile. It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway .",
"It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway . However, the in silico identification of upstream regions with a consensus Spo0A binding site did not point to any of the early sporulation genes downstream of spo0A itself as direct targets of Spo0A. This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search.",
"This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search. In support of this, many well-characterized legitimate direct targets of B. subtilis Spo0A such as spoIIAA and spoIIE do not contain a 100% match to the core motif, but rather one or more near-consensus boxes . We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig.",
"We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig. 3B . For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM.",
"For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM. For spoIIGA encoding a sporulation specific protease we observed the shifted species only at higher concentrations of protein .200 nM . The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations.",
"The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations. Moreover, the shift we observed was reversible using unlabeled DNA containing a high affinity binding site, but not using unlabeled DNA that lacked such a site Figure S1B-D . Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex.",
"Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex. Together, these results suggest that Spo0A in C. difficile might regulate the transcription of at least a subset of early sporulation genes by direct binding to their promoter regions. C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells .",
"C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells . Considering the absence of a homolog of the abrB repressor, direct binding of Spo0A and concomitant activation of toxin gene transcription is a likely mechanism through which this could occur. We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands.",
"We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands. We performed EMSAs using DNA upstream of tcdR encoding a sigma factor responsible for the activation of toxin gene transcription , tcdB encoding toxin B , tcdA encoding toxin A . In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used .",
"In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used . Of the regions tested, we only observed a clear shifted species, indicative of Spo0A binding, for tcdB Figure 4A ; the shifted species in our EMSA assay was reversed by the addition of unlabeled DNA containing a high affinity binding site, but not by DNA lacking such a site Figure S1E . For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F .",
"For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F . The probes for tcdA, tcdE and tcdR were indistinguishable from those obtained with our negative control, spoVG. We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested.",
"We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested. We found no lower toxicity towards Vero cells of culture supernatants derived from spo0A mutant cells compared to wild type. We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium.",
"We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium. We harvested culture supernatant at late-exponential phase approximately 7 hours post inoculation , the transition phase between exponential and stationary growth phase approximately 9 hours post inoculation , as well as two time points in stationary phase 24 and 48 hours post inoculation and determined the toxin endpoint titres see Materials and Methods . In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test .",
"In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test . In other medium BHIS , we observed no differences at all data not shown . We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions.",
"We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions. The Spo0A-box of C. difficile In B. subtilis, the binding site of Spo0A on target DNA has been well-characterized, through a combination of in vitro binding assays, determination of in vivo binding profiles and mutagenesis of regulated promoter sequences. This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box .",
"This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box . Depending on the analysis, this motif is flanked by one or more adenine or thymine residues . Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs.",
"Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs. The differences in these motifs may reflect different promoter architectures e.g. AT content , modes of action e.g. activation or repression or levels of regulation.",
"AT content , modes of action e.g. activation or repression or levels of regulation. Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A .",
"Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A . For C. difficile, we conclude that the Spo0A protein likely recognizes a motif that is similar to the B. subtilis Spo0A box on the basis of four lines of evidence; 1. All DNA binding/contacting residues are conserved Fig.",
"All DNA binding/contacting residues are conserved Fig. 2B , 2. C. difficile Spo0A can bind with high affinity to a target of B. subtilis Spo0A Fig. 2D , 3. Mutagenesis of key residues in the B. subtilis Spo0A box reduces affinity of C. difficile Spo0A for DNA Fig. 2E and 4.",
"2E and 4. A B. subtilis Spo0A box has predictive value for DNA binding by C. difficile Spo0A Fig. 3A .",
"3A . It is conceivable that our model system, using the purified DNA binding domain, does not accurately reflect binding to all target sites, if target site selectivity is determined in part by other parts by of the full length protein. It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K.",
"It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K. Smits, unpublished observations . These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance.",
"These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance. The initiation of sporulation in B. subtilis is subject to complex regulation for review see ref . The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell .",
"The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell . In addition, the transcription of the spo0A gene is controlled by multiple feedback loops. For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter .",
"For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter . In C. difficile, there are some interesting differences and similarities in the regulatory pathways. Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases .",
"Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases . The transcription of spo0A in C. difficile is under control of the transition state sigma factor Sigma H , as it is in B. subtilis . Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig.",
"Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig. 3A , raising the possibility of auto-regulation of spo0A. The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis .",
"The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis . Consistent with a model in which spo0A is positively autoregulated, we noted a sharp increase in the levels of Spo0A as cells approach the stationary growth phase Figure 1C . Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig.",
"Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig. 3B . All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway .",
"All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway . Though Spo0A is the key regulator for sporulation in Firmicutes, it regulates numerous other processes in various bacteria. In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, .",
"In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, . Importantly, several of these processes are indirectly regulated, through the Spo0A-dependent repression of abrB. Additionally, transcription of abrB responds already to low levels of Spo0A,P .",
"Additionally, transcription of abrB responds already to low levels of Spo0A,P . As a result these effects are detectable in late-exponential and early stationary phase, as some Spo0A is present throughout growth in B. subtilis cells. Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators.",
"Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators. Alternatively, Spo0A may exert a direct effect. In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation .",
"In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation . It seems therefore conceivable that Spo0A in C. difficile also affects aspects of metabolism. In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B .",
"In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B . We observed direct binding of C. difficile Spo0A to the promoter region of sigH Fig. 3A .",
"3A . This gene encodes the key sigma factor for the transition phase, and regulates processes outside sporulation as well . Moreover, we found significant levels of Spo0A from early stationary phase on Fig. 1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile.",
"1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile. In line with this idea, we found a potential regulatory link between Spo0A and two genes that to our knowledge are not related to the sporulation process, the lipoate ligase lplA and the aliphatic sulfonates transporter ssuA Fig. 3A .",
"3A . The presence of a putative Spo0A binding site upstream of these genes, as well as the spacing compared to the start codon, is conserved in the problematic Stoke-Mandeville strain R20291 , a member of PCR ribotype 27. This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile.",
"This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile. It should be noted that our work so far has been limited to an in vitro analysis of Spo0A binding, and therefore does not indicate whether activation or repression of the putative target genes occurs in vivo. To answer this question, detailed transcriptome and/or proteome studies have to be performed.",
"To answer this question, detailed transcriptome and/or proteome studies have to be performed. In order to distinguish direct from indirect effects, in vivo binding profiles of Spo0A should be performed. The antibodies generated for this study should prove to be useful for this type of experiments.",
"The antibodies generated for this study should prove to be useful for this type of experiments. Amongst the pathogenic Firmicutes, Spo0A has been reported to affect toxin production in multiple species. In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control .",
"In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control . Similarly, the production of the emetic toxin cereulide in B. cereus is greatly repressed in a spo0A mutant, in an AbrB-dependent manner . In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein .",
"In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein . In Clostridium perfringens TpeL, a member of the large clostridial toxins just like TcdA and TcdB, is directly dependent on Spo0A and also the production of enterotoxin in this organism seems to be indirectly dependent on sporulation . In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB .",
"In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB . Our in vitro binding data indicate a potential binding site for Spo0A upstream of tcdB and possibly tcdC Fig. 4A .",
"4A . However, the in vivo relevance of this binding seems limited as in our hands an independently derived but otherwise identical mutant a kind gift of the Minton lab; did not demonstrate a reduced toxicity towards Vero cells. In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells .",
"In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells . The small, and not significant, differences in toxin levels in our experiments might be attributed to differences in the susceptibility of cells for lysis rather than the production of toxin, but could also indicate a negative regulatory effect of Spo0A on toxin production. In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease .",
"In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease . The differences between Underwood et al on the one hand and our study as well as the study of Deakin and coworkers on the other hand may be explained by differences in experimental conditions, such as the medium used. However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown .",
"However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown . Alternatively, the differences could indicate integration of the group II intron at more than one location in the chromosome in the strain used in Underwood et al . In the absence of a complementation experiment and/or Southern blot data, this remains to be established.",
"In the absence of a complementation experiment and/or Southern blot data, this remains to be established. In summary, our data are consistent with a model in which the regulation of the major clostridial toxins in C. difficile is not positively affected by Spo0A, in contrast to previous findings and other pathogenic Clostridia. Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays.",
"Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays. In the present study we have for the first time demonstrated direct binding of the DNA binding domain of C. difficile Spo0A to putative target DNA. This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA .",
"This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA . The effects of Spo0A on toxin production may be similar to those observed for B. thuringiensis . Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo.",
"Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo. The identification of genes affected by Spo0A in C. difficile may shed light on the role of the protein in virulence and pathogenesis of this organism. Figure S1 Specificity controls for binding by Spo0A-DBD-his6.",
"Figure S1 Specificity controls for binding by Spo0A-DBD-his6. Arrows indicate the position of shifted species DNA:protein complexes . Titrations with PCR fragments of PabrB containing a high affinity binding site and PtcdA lacking such a site correspond to approximately 0.1 nM/mL -0.03 nM/ mL. A.",
"A. Comparison of binding of Spo0A-DBD-his6, Spo0A-his6 and CD2195-his6 binding to the upstream region of spoIIAA. B. Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA .",
"Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA . C. Binding of Spo0A-DBD-his6 to the upstream region of spoIIE is reversed by the addition of PabrB, but not by the addition of PtcdA. D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA.",
"D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA. E. Binding of Spo0A-DBD-his6 to the upstream region of tcdB is reversed by the addition of PabrB, but not by the addition of PtcdA. F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA.",
"F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA. TIF Text S1 Oligonucleotides used in this study and PCR cycling conditions for the EMSA probes. PDF"
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What is the key regulator to sporulation? | Spo0A | [
"Clostridium difficile is a Gram positive, anaerobic bacterium that can form highly resistant endospores. The bacterium is the causative agent of C. difficile infection CDI , for which the symptoms can range from a mild diarrhea to potentially fatal pseudomembranous colitis and toxic megacolon. Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A.",
"Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A. In Bacillus subtilis, this transcription factor is also directly or indirectly involved in various other cellular processes. Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence.",
"Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence. We find that the laboratory strain C. difficile 630Δerm contains an 18bp-duplication near the DNA-binding domain compared to its ancestral strain 630. In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets.",
"In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets. In vitro binding assays suggest that the gene encoding the major clostridial toxin TcdB may be a direct target of Spo0A, but supernatant derived from a spo0A negative strain was no less toxic towards Vero cells than that obtained from a wild type strain, in contrast to previous reports. These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely.",
"These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely. Text: Sporulation is an adaptive strategy that enables bacteria to survive harsh environmental conditions for prolonged periods of time, and is an integral part of the transmission of sporulating pathogens and their tolerance and resistance towards antimicrobial compounds. Spo0A is the key regulator for sporulation .",
"Spo0A is the key regulator for sporulation . Most of our knowledge about the protein is based on work in Bacilli. Spo0A is a response regulator that demonstrates phosphorylation dependent binding to DNA . Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay .",
"Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay . The signaling cascade allows for the integration of environmental signals into the regulation of Spo0A dependent processes, including sporulation. The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved .",
"The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved . Phosphorylation is believed to result in a structural rearrangement that facilitates dimerization , resulting in the disruption of transcription-inhibitory contacts between the receiver and effector domains. The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation .",
"The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation . Extensive characterization of Spo0A targets has revealed a motif that represents a high affinity Spo0A binding site, the 0A box . The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence .",
"The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence . It is noteworthy that Spo0A regulates many other processes than sporulation, such as competence for genetic transformation, DNA replication, and biofilm formation in B. subtilis , virulence factors and stress responses in for instance B. anthracis and B. thuringiensis , and solvent production in Clostridium acetobutylicum . C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see .",
"C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see . Though many people are asymptomatically colonized by C. difficile, the bacterium can cause serious health problems, such as pseudomembranous colitis and toxic megacolon, under the influence of risk factors such as age and antibiotic use. As a result, CDI was long regarded a nosocomial infection.",
"As a result, CDI was long regarded a nosocomial infection. Recently, however, an increase in the cases of community acquired CDI can be observed . Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 .",
"Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 . Its main virulence factors are the major clostridial toxins A and B . In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin .",
"In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin . C. difficile is transmitted via the fecal-oral route. It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow .",
"It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow . There is limited knowledge about the regulation of sporulation in C. difficile. It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice .",
"It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice . Though the pathways downstream of Spo0A seem to a large extent conserved between B. subtilis and Clostridia, this is less so for the pathways leading to activation of Spo0A . It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A .",
"It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A . Similarly, it was reported that multiple orphan histidine kinases can phosphorylate Spo0A in C. acetobutylicum . Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter .",
"Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter . It is unknown which genes are regulated by direct binding of Spo0A to their upstream regions. Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes.",
"Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes. Escherichia coli strains were routinely grown in Luria-Bertani broth or plates, supplemented with appropriate antibiotics. Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures.",
"Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures. Ampicillin was used at a final concentration of 100 mg/mL. Kanamycin was used at a final concentration of 20 mg/mL. Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen .",
"Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen . C. difficile strains were grown in a glucose-free trypton-yeast based medium TTY; 3% w/v bactotrypton BD , 2% yeast extract Fluka , 0.1% w/v thioglycollate Sigma pH 7.4 , supplemented with 20 mg/mL of lincomycin when appropriate, or on CLO or TSS plates Biomerieux . All plasmids are listed in Table 1 .",
"All plasmids are listed in Table 1 . Primers obtained from Sigma Aldrich are listed in Text S1 and specific cycling conditions are available on request. Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer.",
"Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer. Plasmid pWKS1251, for the overproduction of Spo0A-DBD carrying a C-terminal 66His-tag, was constructed as follows. A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template.",
"A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template. The resulting fragment was cloned into pCR2.1-TOPO Invitrogen , yielding pWKS1247. This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner.",
"This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner. The construct was verified by PCR, restriction analyses and DNA sequencing using primers oWKS-135 and oWKS-136 see below . Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a.",
"Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a. Plasmids used as PCR templates for generating EMSA probes were constructed by cloning the PCR products into pCR2.1-TOPO. The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below .",
"The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below . Sequence grade plasmids were isolated using a Nucleospin Plasmid QuickPure kit Macherey Nagel according to the manufacturer's instructions, except that two lysis reactions were combined onto a single filter and eluted with 65uC prewarmed AE buffer. All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers.",
"All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers. In short, ,200 ng of plasmid was mixed with 3.2 pmol of primer, 1 mL Terminator Ready Reaction Mix Invitrogen in a final volume of 20 mL. After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run.",
"After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run. Sequence analyses were performed in CloneManager Professional Suite 7 SciEd and Geneious version 5.6.2 Biomatters Ltd . Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen .",
"Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen . Transformants were used to inoculate 25 mL of LB with appropriate antibiotics. After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics.",
"After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics. Protein production was induced with 1 mM IPTG at an OD600 of 0.7 and growth was continued for another three hours before harvesting. Cells were washed with ice cold PBS and stored at 280uC for later use.",
"Cells were washed with ice cold PBS and stored at 280uC for later use. Purification of the proteins was essentially done as described . In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . Cleared cell lysates we incubated with 2 mL pre-equilibrated 50% TALON slurry Clontech in a final volume of 15 mL lysis buffer for 1 hr. The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . The protein was stepwise eluted in 1 mL fractions after applying 2 mL elution buffer to the column identical to wash buffer but with 50, 100, 250 or 500 mM imidazole . The whole procedure was carried out at 4uC.",
"The whole procedure was carried out at 4uC. Fractions were assayed for purity and yield and suitable fractions were dialysed against 26 1L dialysis buffer 50 mM Tris-HCl pH 8, 1 mM EDTA, 0.5 mM DTT using Slide-A-Lyzer cassettes with a molecular weight cut-off of 3.5 kDa Pierce . Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol .",
"Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol . Protein concentrations were determined using Bradford reagent BioRad , according to the manufacturer's instructions. DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template.",
"DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template. Primers and specific cycling conditions for generation of the EMSA probes are listed in Text S1. DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions.",
"DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions. Recovered DNA was end-labeled with 32P-c-ATP using FR buffer and T4 kinase Invitrogen according to the instructions of the manufacturer. Specific activity was determined on a LS6000 scintillation counter Beckman .",
"Specific activity was determined on a LS6000 scintillation counter Beckman . EMSA conditions were based on previous studies . In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment.",
"In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment. Reactions were incubated for 20 minutes at 30uC prior to loading on a 16TAE/8% non-denaturing polyacrylamide gel that was prerun for 20 minutes at 50 V in 16 TAE buffer. Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare .",
"Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare . The toxic effects of C. difficile culture supernatants on Vero cells a kind gift of Eric Snijder were determined as follows. Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe.",
"Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe. Supernatants were 2-fold serially diluted in cell culture medium Dulbecco modified Eagle medium Lonza supplemented with 100 mg/mL penicillin, 100 U/mL streptomycin, 10% fetal calf serum , before applying them to a monolayer of Vero cells, and incubation was continued for another hour. As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells.",
"As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells. To determine if observed cytotoxic effects were specific for the large clostridial toxins, commercially available anti-toxin against TcdA and TcdB Techlab was added to 10-fold diluted bacterial supernatant for 60 min prior to incubation on the Vero cells. Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed.",
"Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed. Statistical significance was evaluated with an independent sample t-test. Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK .",
"Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK . Cells from 1 mL of C. difficile culture were collected by centrifugation for 1 min at 14000 rpm in a table top centrifuge and resuspended in 200 mL resuspension buffer 10 mM Tris HCl pH 8, 10 mM EDTA, 0.5 mg/mL lysozyme, 1 mM Pefabloc SC Roche . After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins.",
"After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins. Total cell lysates amounts corrected for OD 600 were separated on a 12% SDS-PAGE gel prior to semi-dry blotting for 1 h at 10 V to a polyvinylidene fluoride PVDF membrane. Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences .",
"Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences . To visualize Spo0A protein cleared polyclonal serum from a single mouse at a 1:3000 dilution was used, followed by either a goat-anti-mouse HRP-conjugated secondary antibody followed by ECL+ detection Amersham Bioscience , or a goatanti-mouse-biotin-conjugated secondary antibody Dako followed by a tertiary mouse-anti-biotin Cy3-conjugated antibody Jackson . Detection was done using on a Typhoon instrument GE Healthcare .",
"Detection was done using on a Typhoon instrument GE Healthcare . Background corrected peak volumes were quantified using ImageQuant TL Amersham Biosciences . Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study.",
"Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study. The sequence for spo0A of C. difficile strain 630Derm was deposited in Genbank accession no JX050222 . Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches.",
"Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches. The box positions were linked to upand downstream genes using the ''Add nearest gene to List of DNA Motifs'' feature and Microsoft Excel. The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand.",
"The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand. Figures for publication were prepared using ImageQuant TL Amersham Biosciences , Adobe Photoshop CS3 Adobe Systems Inc and Corel Graphics Suite X5 Corel Corporation . In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig.",
"In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig. 1A and purified to near homogeneity using metal affinity chromatography Fig. 1A ; lanes P .",
"1A ; lanes P . Full length protein was used to raise antibodies to detect Spo0A in total lysates of C. difficile strains, and the purified DNA binding domain was used in subsequent in vitro binding assays see below . We determined the expression of C. difficile Spo0A throughout growth.",
"We determined the expression of C. difficile Spo0A throughout growth. We found that the protein is present in lysates from exponential to stationary growth phase cells. We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY .",
"We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY . We found a clear signal of the size expected for full length Spo0A ,31 kDa as early as 3 hours post inoculation exponential growth phase , through transition phase 8 h as well as 24 and 48 hours post inoculation stationary growth phase Figure 1B; 630Derm . The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig.",
"The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig. 1B , CT::spo0A . We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown .",
"We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown . To determine relative levels of Spo0A throughout growth, we performed an immunoblot experiment using fluorescent antibodies, which gives more quantitative information compared to the use of horseradish peroxidase conjugated antibodies in our hands. We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C .",
"We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C . Though it should be noted that the Western blots do not provide information on the phosphorylation state of the protein, we conclude that the protein in active or inactive form is present throughout growth and is more abundant in stationary growth phase. Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores .",
"Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores . In silico analyses suggest a similar secondary structure for both proteins Fig. 2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region .",
"2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region . We compared the sequence of CD1214 obtained from our lab strain 630Derm to that of the published C. difficile 630 genome . Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 .",
"Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 . The 630Derm spo0A sequence Genbank accession no JX050222 was derived from the expression plasmids constructed for this study, and confirmed in a whole genome sequence of strain 630Derm generated in our lab data not shown . We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence.",
"We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence. The duplication maps to a region of the protein with relatively low sequence conservation hinge , flanking the highly conserved DNA binding domain Fig. 2A and B .",
"2A and B . We verified the absence of this duplication in strain 630 by PCR Fig. 2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion.",
"2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion. In addition, we checked several other strains of PCR ribotypes 12 to which 630 and 630Derm belong by PCR, but the duplication was found to be unique to 630Derm among the isolates tested data not shown . C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile.",
"C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile. In B. subtilis amino acid residues contacting the backbone of the DNA and interacting with specific residues of the Spo0A binding sequence have been defined . We found that all these residues were conserved in the C. difficile protein sequence Fig.",
"We found that all these residues were conserved in the C. difficile protein sequence Fig. 2B , indicating that the protein likely recognizes a similar motif. DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization .",
"DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization . However, it was shown that the isolated DBD is capable of binding to legitimate targets of the full length protein . Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays.",
"Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays. As no direct targets for the C. difficile protein have been reported so far, we used the upstream region of the abrB gene PabrB of B. subtilis. PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein .",
"PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein . It is noteworthy that we failed to identify a homolog of abrB in C. difficile using BLAST, indicating that potential indirect regulation by Spo0A cannot occur through abrB in C. difficile as it does in B. subtilis. We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig.",
"We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig. 2D and E . We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag.",
"We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag. The addition of protein leads to a dose-dependent retardation of the DNA fragment with an apparent K D of ,50 nM. In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig.",
"In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig. 2E , suggesting that binding was specific for the abrB promoter region. B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA .",
"B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA . Structural studies have revealed that the protein makes specific contacts with the G at position 2 G2 , and the C at position 4 C4 and 5 G5 of this motif . We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB.",
"We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB. We found that the affinity of C. difficile Spo0A for these mutated PabrB fragments was highly reduced Fig. 2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence.",
"2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence. For the single point mutations in the DNA, the affinity decreased ,10-fold. There did not seem to be an additive effect of a second point mutation for the two combinations tested.",
"There did not seem to be an additive effect of a second point mutation for the two combinations tested. None of the mutations abolished binding of C. difficile Spo0A completely, most likely as the result of binding of Spo0A to other non-consensus 0A boxes in the abrB promoter . Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD.",
"Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD. Value for Binding by C. difficile Spo0A-DBD Above, we have established that the Spo0A-DBD of C. difficile is highly homologous to that of the B. subtilis Spo0A protein, and that the proteins recognize a similar consensus sequence Fig. 2 .",
"2 . Based on this information, we identified the several genes as putative direct targets of C. difficile Spo0A. We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D .",
"We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D . Such an analysis revealed the presence of 102 matching motifs, of which 45 were located within 500 bp of the initiating ATG of an open reading frame on the same strand see Table S1 . Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, .",
"Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, . We found that C. difficile Spo0A bound to DNA sequences upstream of spo0A and sigH. We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames.",
"We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames. We found that the addition of Spo0A-DBD to the reactions caused retardation of the spo0A and sigH DNA fragments Fig. 3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig.",
"3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig. 3B . It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA.",
"It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA. Moreover, the presence of multiple shifted species could indicate the presence of more than one strong binding site. These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis .",
"These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis . We were interested to see if Spo0A in C. difficile could potentially regulate genes that have no documented function in sporulation. Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon.",
"Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon. This positioning is similar to that observed for spo0A . and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA.",
"and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA. We carried out EMSA experiments using probes that included the perfect consensus site and purified Spo0A-DBD protein. We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig.",
"We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig. 3A . The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms.",
"The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms. Together our results establish the potential for binding of Spo0A to DNA upstream of spo0A and sigH, two genes that are important for sporulation, and indicate that Spo0A may have functions that go beyond the regulation of sporulation in C. difficile. It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway .",
"It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway . However, the in silico identification of upstream regions with a consensus Spo0A binding site did not point to any of the early sporulation genes downstream of spo0A itself as direct targets of Spo0A. This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search.",
"This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search. In support of this, many well-characterized legitimate direct targets of B. subtilis Spo0A such as spoIIAA and spoIIE do not contain a 100% match to the core motif, but rather one or more near-consensus boxes . We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig.",
"We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig. 3B . For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM.",
"For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM. For spoIIGA encoding a sporulation specific protease we observed the shifted species only at higher concentrations of protein .200 nM . The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations.",
"The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations. Moreover, the shift we observed was reversible using unlabeled DNA containing a high affinity binding site, but not using unlabeled DNA that lacked such a site Figure S1B-D . Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex.",
"Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex. Together, these results suggest that Spo0A in C. difficile might regulate the transcription of at least a subset of early sporulation genes by direct binding to their promoter regions. C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells .",
"C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells . Considering the absence of a homolog of the abrB repressor, direct binding of Spo0A and concomitant activation of toxin gene transcription is a likely mechanism through which this could occur. We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands.",
"We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands. We performed EMSAs using DNA upstream of tcdR encoding a sigma factor responsible for the activation of toxin gene transcription , tcdB encoding toxin B , tcdA encoding toxin A . In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used .",
"In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used . Of the regions tested, we only observed a clear shifted species, indicative of Spo0A binding, for tcdB Figure 4A ; the shifted species in our EMSA assay was reversed by the addition of unlabeled DNA containing a high affinity binding site, but not by DNA lacking such a site Figure S1E . For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F .",
"For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F . The probes for tcdA, tcdE and tcdR were indistinguishable from those obtained with our negative control, spoVG. We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested.",
"We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested. We found no lower toxicity towards Vero cells of culture supernatants derived from spo0A mutant cells compared to wild type. We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium.",
"We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium. We harvested culture supernatant at late-exponential phase approximately 7 hours post inoculation , the transition phase between exponential and stationary growth phase approximately 9 hours post inoculation , as well as two time points in stationary phase 24 and 48 hours post inoculation and determined the toxin endpoint titres see Materials and Methods . In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test .",
"In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test . In other medium BHIS , we observed no differences at all data not shown . We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions.",
"We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions. The Spo0A-box of C. difficile In B. subtilis, the binding site of Spo0A on target DNA has been well-characterized, through a combination of in vitro binding assays, determination of in vivo binding profiles and mutagenesis of regulated promoter sequences. This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box .",
"This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box . Depending on the analysis, this motif is flanked by one or more adenine or thymine residues . Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs.",
"Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs. The differences in these motifs may reflect different promoter architectures e.g. AT content , modes of action e.g. activation or repression or levels of regulation.",
"AT content , modes of action e.g. activation or repression or levels of regulation. Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A .",
"Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A . For C. difficile, we conclude that the Spo0A protein likely recognizes a motif that is similar to the B. subtilis Spo0A box on the basis of four lines of evidence; 1. All DNA binding/contacting residues are conserved Fig.",
"All DNA binding/contacting residues are conserved Fig. 2B , 2. C. difficile Spo0A can bind with high affinity to a target of B. subtilis Spo0A Fig. 2D , 3. Mutagenesis of key residues in the B. subtilis Spo0A box reduces affinity of C. difficile Spo0A for DNA Fig. 2E and 4.",
"2E and 4. A B. subtilis Spo0A box has predictive value for DNA binding by C. difficile Spo0A Fig. 3A .",
"3A . It is conceivable that our model system, using the purified DNA binding domain, does not accurately reflect binding to all target sites, if target site selectivity is determined in part by other parts by of the full length protein. It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K.",
"It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K. Smits, unpublished observations . These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance.",
"These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance. The initiation of sporulation in B. subtilis is subject to complex regulation for review see ref . The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell .",
"The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell . In addition, the transcription of the spo0A gene is controlled by multiple feedback loops. For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter .",
"For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter . In C. difficile, there are some interesting differences and similarities in the regulatory pathways. Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases .",
"Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases . The transcription of spo0A in C. difficile is under control of the transition state sigma factor Sigma H , as it is in B. subtilis . Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig.",
"Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig. 3A , raising the possibility of auto-regulation of spo0A. The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis .",
"The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis . Consistent with a model in which spo0A is positively autoregulated, we noted a sharp increase in the levels of Spo0A as cells approach the stationary growth phase Figure 1C . Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig.",
"Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig. 3B . All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway .",
"All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway . Though Spo0A is the key regulator for sporulation in Firmicutes, it regulates numerous other processes in various bacteria. In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, .",
"In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, . Importantly, several of these processes are indirectly regulated, through the Spo0A-dependent repression of abrB. Additionally, transcription of abrB responds already to low levels of Spo0A,P .",
"Additionally, transcription of abrB responds already to low levels of Spo0A,P . As a result these effects are detectable in late-exponential and early stationary phase, as some Spo0A is present throughout growth in B. subtilis cells. Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators.",
"Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators. Alternatively, Spo0A may exert a direct effect. In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation .",
"In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation . It seems therefore conceivable that Spo0A in C. difficile also affects aspects of metabolism. In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B .",
"In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B . We observed direct binding of C. difficile Spo0A to the promoter region of sigH Fig. 3A .",
"3A . This gene encodes the key sigma factor for the transition phase, and regulates processes outside sporulation as well . Moreover, we found significant levels of Spo0A from early stationary phase on Fig. 1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile.",
"1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile. In line with this idea, we found a potential regulatory link between Spo0A and two genes that to our knowledge are not related to the sporulation process, the lipoate ligase lplA and the aliphatic sulfonates transporter ssuA Fig. 3A .",
"3A . The presence of a putative Spo0A binding site upstream of these genes, as well as the spacing compared to the start codon, is conserved in the problematic Stoke-Mandeville strain R20291 , a member of PCR ribotype 27. This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile.",
"This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile. It should be noted that our work so far has been limited to an in vitro analysis of Spo0A binding, and therefore does not indicate whether activation or repression of the putative target genes occurs in vivo. To answer this question, detailed transcriptome and/or proteome studies have to be performed.",
"To answer this question, detailed transcriptome and/or proteome studies have to be performed. In order to distinguish direct from indirect effects, in vivo binding profiles of Spo0A should be performed. The antibodies generated for this study should prove to be useful for this type of experiments.",
"The antibodies generated for this study should prove to be useful for this type of experiments. Amongst the pathogenic Firmicutes, Spo0A has been reported to affect toxin production in multiple species. In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control .",
"In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control . Similarly, the production of the emetic toxin cereulide in B. cereus is greatly repressed in a spo0A mutant, in an AbrB-dependent manner . In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein .",
"In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein . In Clostridium perfringens TpeL, a member of the large clostridial toxins just like TcdA and TcdB, is directly dependent on Spo0A and also the production of enterotoxin in this organism seems to be indirectly dependent on sporulation . In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB .",
"In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB . Our in vitro binding data indicate a potential binding site for Spo0A upstream of tcdB and possibly tcdC Fig. 4A .",
"4A . However, the in vivo relevance of this binding seems limited as in our hands an independently derived but otherwise identical mutant a kind gift of the Minton lab; did not demonstrate a reduced toxicity towards Vero cells. In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells .",
"In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells . The small, and not significant, differences in toxin levels in our experiments might be attributed to differences in the susceptibility of cells for lysis rather than the production of toxin, but could also indicate a negative regulatory effect of Spo0A on toxin production. In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease .",
"In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease . The differences between Underwood et al on the one hand and our study as well as the study of Deakin and coworkers on the other hand may be explained by differences in experimental conditions, such as the medium used. However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown .",
"However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown . Alternatively, the differences could indicate integration of the group II intron at more than one location in the chromosome in the strain used in Underwood et al . In the absence of a complementation experiment and/or Southern blot data, this remains to be established.",
"In the absence of a complementation experiment and/or Southern blot data, this remains to be established. In summary, our data are consistent with a model in which the regulation of the major clostridial toxins in C. difficile is not positively affected by Spo0A, in contrast to previous findings and other pathogenic Clostridia. Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays.",
"Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays. In the present study we have for the first time demonstrated direct binding of the DNA binding domain of C. difficile Spo0A to putative target DNA. This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA .",
"This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA . The effects of Spo0A on toxin production may be similar to those observed for B. thuringiensis . Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo.",
"Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo. The identification of genes affected by Spo0A in C. difficile may shed light on the role of the protein in virulence and pathogenesis of this organism. Figure S1 Specificity controls for binding by Spo0A-DBD-his6.",
"Figure S1 Specificity controls for binding by Spo0A-DBD-his6. Arrows indicate the position of shifted species DNA:protein complexes . Titrations with PCR fragments of PabrB containing a high affinity binding site and PtcdA lacking such a site correspond to approximately 0.1 nM/mL -0.03 nM/ mL. A.",
"A. Comparison of binding of Spo0A-DBD-his6, Spo0A-his6 and CD2195-his6 binding to the upstream region of spoIIAA. B. Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA .",
"Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA . C. Binding of Spo0A-DBD-his6 to the upstream region of spoIIE is reversed by the addition of PabrB, but not by the addition of PtcdA. D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA.",
"D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA. E. Binding of Spo0A-DBD-his6 to the upstream region of tcdB is reversed by the addition of PabrB, but not by the addition of PtcdA. F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA.",
"F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA. TIF Text S1 Oligonucleotides used in this study and PCR cycling conditions for the EMSA probes. PDF"
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What are the main virulence factors in C. difficle? | toxins A and B | [
"Clostridium difficile is a Gram positive, anaerobic bacterium that can form highly resistant endospores. The bacterium is the causative agent of C. difficile infection CDI , for which the symptoms can range from a mild diarrhea to potentially fatal pseudomembranous colitis and toxic megacolon. Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A.",
"Endospore formation in Firmicutes, including C. difficile, is governed by the key regulator for sporulation, Spo0A. In Bacillus subtilis, this transcription factor is also directly or indirectly involved in various other cellular processes. Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence.",
"Here, we report that C. difficile Spo0A shows a high degree of similarity to the well characterized B. subtilis protein and recognizes a similar binding sequence. We find that the laboratory strain C. difficile 630Δerm contains an 18bp-duplication near the DNA-binding domain compared to its ancestral strain 630. In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets.",
"In vitro binding assays using purified C-terminal DNA binding domain of the C. difficile Spo0A protein demonstrate direct binding to DNA upstream of spo0A and sigH, early sporulation genes and several other putative targets. In vitro binding assays suggest that the gene encoding the major clostridial toxin TcdB may be a direct target of Spo0A, but supernatant derived from a spo0A negative strain was no less toxic towards Vero cells than that obtained from a wild type strain, in contrast to previous reports. These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely.",
"These results identify for the first time direct putative targets of the Spo0A protein in C. difficile and make a positive effect of Spo0A on production of the large clostridial toxins unlikely. Text: Sporulation is an adaptive strategy that enables bacteria to survive harsh environmental conditions for prolonged periods of time, and is an integral part of the transmission of sporulating pathogens and their tolerance and resistance towards antimicrobial compounds. Spo0A is the key regulator for sporulation .",
"Spo0A is the key regulator for sporulation . Most of our knowledge about the protein is based on work in Bacilli. Spo0A is a response regulator that demonstrates phosphorylation dependent binding to DNA . Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay .",
"Phosphorylation occurs through the concerted action of several proteins that together form a so called phosphorelay . The signaling cascade allows for the integration of environmental signals into the regulation of Spo0A dependent processes, including sporulation. The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved .",
"The two functional domains, the N-terminal phosphorylation and dimerization domain receiver domain , and the C-terminal DNA binding effector domain are separated by a hinge region that is relatively poorly conserved . Phosphorylation is believed to result in a structural rearrangement that facilitates dimerization , resulting in the disruption of transcription-inhibitory contacts between the receiver and effector domains. The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation .",
"The isolated DNA binding domain can bind legitimate targets of the Spo0A protein due to the absence of the transcription inhibitory contacts, thereby bypassing the need for phosphorylation . Extensive characterization of Spo0A targets has revealed a motif that represents a high affinity Spo0A binding site, the 0A box . The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence .",
"The crystal structure of the DNA binding domain confirms specific and non-specific contacts between the protein and the consensus sequence . It is noteworthy that Spo0A regulates many other processes than sporulation, such as competence for genetic transformation, DNA replication, and biofilm formation in B. subtilis , virulence factors and stress responses in for instance B. anthracis and B. thuringiensis , and solvent production in Clostridium acetobutylicum . C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see .",
"C. difficile is a Gram positive, anaerobic bacterium that is the causative agent of C. difficile infection CDI for recent reviews see . Though many people are asymptomatically colonized by C. difficile, the bacterium can cause serious health problems, such as pseudomembranous colitis and toxic megacolon, under the influence of risk factors such as age and antibiotic use. As a result, CDI was long regarded a nosocomial infection.",
"As a result, CDI was long regarded a nosocomial infection. Recently, however, an increase in the cases of community acquired CDI can be observed . Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 .",
"Outbreaks of CDI have been linked to so called hypervirulent strains, such as PCR ribotypes 027 BI/ NAP1 and 078 . Its main virulence factors are the major clostridial toxins A and B . In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin .",
"In addition, certain strains of C. difficile, including ribotypes 027 and 078, additionally encode a binary toxin . C. difficile is transmitted via the fecal-oral route. It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow .",
"It is believed that spores are crucial to successfully infect new hosts, as they are able to withstand the harsh environment of the stomach, and survive antibiotic treatments that alter the endogenous flora, after which C. difficile can overgrow . There is limited knowledge about the regulation of sporulation in C. difficile. It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice .",
"It has been reported that spo0A, as expected, is required for the formation of spores and the gene is required for persistence and transmission in mice . Though the pathways downstream of Spo0A seem to a large extent conserved between B. subtilis and Clostridia, this is less so for the pathways leading to activation of Spo0A . It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A .",
"It has been suggested that the orphan histidine kinase CD2492 is involved in the activation of Spo0A . Similarly, it was reported that multiple orphan histidine kinases can phosphorylate Spo0A in C. acetobutylicum . Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter .",
"Recently, it was reported that spo0A can be transcribed from a SigH-dependent promoter . It is unknown which genes are regulated by direct binding of Spo0A to their upstream regions. Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes.",
"Here, we establish an in vitro binding assay for C. difficile Spo0A and demonstrate for the first time direct binding of this transcription factor to DNA upstream of several putative target genes. Escherichia coli strains were routinely grown in Luria-Bertani broth or plates, supplemented with appropriate antibiotics. Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures.",
"Chloramphenicol was used at a final concentration of 20 mg/mL for agar plates and 10 mg/mL for liquid cultures. Ampicillin was used at a final concentration of 100 mg/mL. Kanamycin was used at a final concentration of 20 mg/mL. Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen .",
"Cloning was carried out using E. coli DH5a, overexpression was performed in E. coli Rosetta DE3 pLysS Novagen . C. difficile strains were grown in a glucose-free trypton-yeast based medium TTY; 3% w/v bactotrypton BD , 2% yeast extract Fluka , 0.1% w/v thioglycollate Sigma pH 7.4 , supplemented with 20 mg/mL of lincomycin when appropriate, or on CLO or TSS plates Biomerieux . All plasmids are listed in Table 1 .",
"All plasmids are listed in Table 1 . Primers obtained from Sigma Aldrich are listed in Text S1 and specific cycling conditions are available on request. Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer.",
"Unless noted otherwise, PCR reactions were carried out using Pfu polymerase Fermentas according to the instructions of the manufacturer. Plasmid pWKS1251, for the overproduction of Spo0A-DBD carrying a C-terminal 66His-tag, was constructed as follows. A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template.",
"A sequence corresponding to the DNA binding domain of Spo0A was amplified using primers oWKS-1123a and oWKS-1124 using chromosomal DNA from C. difficile strain 630Derm as a template. The resulting fragment was cloned into pCR2.1-TOPO Invitrogen , yielding pWKS1247. This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner.",
"This plasmid was digested with NdeI and XhoI, separated on a 1% agarose/0.56 TAE 20 mM Tris Acetate, 0.5 mM EDTA gel, the fragment corresponding to the DNA binding domain was recovered by gel-isolation using a GeneJET Gel Extraction kit, Fermentas and cloned into similarly digested pMF14 that had been gel-isolated in the same manner. The construct was verified by PCR, restriction analyses and DNA sequencing using primers oWKS-135 and oWKS-136 see below . Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a.",
"Plasmid pWKS1245, for the production of full length Spo0A carrying a C-terminal 6xHis-tag, was constructed in a similar manner using chromosomal DNA from C. difficile 630Derm as a template, but using the PCR product of primers oWKS-1122 and oWKS-1123a. Plasmids used as PCR templates for generating EMSA probes were constructed by cloning the PCR products into pCR2.1-TOPO. The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below .",
"The inserts, and in the case of the mutated PabrB promoters the presence of the desired point mutations in the consensus 0A box, were verified by DNA sequencing using primers oWKS-24 and oWKS-25 see below . Sequence grade plasmids were isolated using a Nucleospin Plasmid QuickPure kit Macherey Nagel according to the manufacturer's instructions, except that two lysis reactions were combined onto a single filter and eluted with 65uC prewarmed AE buffer. All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers.",
"All constructs were sequenced using BigDye Terminator chemistry Invitrogen on an ABI3130 sequencer Perkin Elmer , according to the instructions of the manufacturers. In short, ,200 ng of plasmid was mixed with 3.2 pmol of primer, 1 mL Terminator Ready Reaction Mix Invitrogen in a final volume of 20 mL. After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run.",
"After thermocycling, DNA was precipitated and washed with 65% isopropanol, and dissolved in 12 mL HiDi formamid Invitrogen at 96uC for 2 mins and stored in the dark at 4uC until the sequencing run. Sequence analyses were performed in CloneManager Professional Suite 7 SciEd and Geneious version 5.6.2 Biomatters Ltd . Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen .",
"Plasmids pWKS1245 and pWKS1251 were transformed into E. coli Rosetta DE3 pLysS Novagen . Transformants were used to inoculate 25 mL of LB with appropriate antibiotics. After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics.",
"After overnight incubation, the cells were 1:100 diluted in 500 mL fresh medium containing appropriate antibiotics. Protein production was induced with 1 mM IPTG at an OD600 of 0.7 and growth was continued for another three hours before harvesting. Cells were washed with ice cold PBS and stored at 280uC for later use.",
"Cells were washed with ice cold PBS and stored at 280uC for later use. Purification of the proteins was essentially done as described . In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"In short, cells were disrupted in 4 mL lysis buffer 2 mM PMSF, 10 mM imidazole, 5 mM beta-mercaptoethanol, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . Cleared cell lysates we incubated with 2 mL pre-equilibrated 50% TALON slurry Clontech in a final volume of 15 mL lysis buffer for 1 hr. The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 .",
"The resin was allowed to settle on a Poly-Prep column BioRad and washed with 2 mL wash buffer 20 mM imidazole, 300 mM NaCl, 50 mM NaH 2 PO 4 , pH 7.9 . The protein was stepwise eluted in 1 mL fractions after applying 2 mL elution buffer to the column identical to wash buffer but with 50, 100, 250 or 500 mM imidazole . The whole procedure was carried out at 4uC.",
"The whole procedure was carried out at 4uC. Fractions were assayed for purity and yield and suitable fractions were dialysed against 26 1L dialysis buffer 50 mM Tris-HCl pH 8, 1 mM EDTA, 0.5 mM DTT using Slide-A-Lyzer cassettes with a molecular weight cut-off of 3.5 kDa Pierce . Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol .",
"Proteins were stored at 280uC in storage buffer identical to dialysis buffer but containing 20% glycerol . Protein concentrations were determined using Bradford reagent BioRad , according to the manufacturer's instructions. DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template.",
"DNA fragments for use in EMSA experiment were generated by PCR using GoTaq polymerase Promega and chromosomal DNA from B. subtilis JH642 Bacillus Genetic Stock Center 1A96; plasmids listed in Table 1 , or chromosomal DNA from C. difficile 630Derm as a template. Primers and specific cycling conditions for generation of the EMSA probes are listed in Text S1. DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions.",
"DNA fragments of the expected size were isolated from a 16TAE/8% native polyacrylamide gel using diffusion buffer 0.5 M ammonium acetate, 10 mM magnesium acetate, 1 mM EDTA pH 8, 0.1% SDS and a QIAExII kit Qiagen , according to the manufacturer's instructions. Recovered DNA was end-labeled with 32P-c-ATP using FR buffer and T4 kinase Invitrogen according to the instructions of the manufacturer. Specific activity was determined on a LS6000 scintillation counter Beckman .",
"Specific activity was determined on a LS6000 scintillation counter Beckman . EMSA conditions were based on previous studies . In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment.",
"In short, binding reactions were carried out in binding buffer 10 mM Tris-HCl pH 7.6, 1 mM EDTA, 50 mM NaCl, 1 mM DTT, 5% glycerol in the presence of 200 mg/mL bovine serum albumin NEB and 200 cpm/mL radiolabeled DNA fragment. Reactions were incubated for 20 minutes at 30uC prior to loading on a 16TAE/8% non-denaturing polyacrylamide gel that was prerun for 20 minutes at 50 V in 16 TAE buffer. Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare .",
"Electrophoresis was carried out for 120 min at 85 V. After vacuum drying the gels onto filter paper, they were imaged after overnight exposure on Phosphorimager screens on a Typhoon instrument GE Healthcare . The toxic effects of C. difficile culture supernatants on Vero cells a kind gift of Eric Snijder were determined as follows. Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe.",
"Supernatant from a bacterial culture was harvested by centrifuging cells for 3 minutes at 140006g and filtered on a 0.45 mM cellulose acetate filter using a syringe. Supernatants were 2-fold serially diluted in cell culture medium Dulbecco modified Eagle medium Lonza supplemented with 100 mg/mL penicillin, 100 U/mL streptomycin, 10% fetal calf serum , before applying them to a monolayer of Vero cells, and incubation was continued for another hour. As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells.",
"As a positive control, 50 mL 1:10 diluted purified toxin Techlab was added to the cells. To determine if observed cytotoxic effects were specific for the large clostridial toxins, commercially available anti-toxin against TcdA and TcdB Techlab was added to 10-fold diluted bacterial supernatant for 60 min prior to incubation on the Vero cells. Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed.",
"Toxin end-point titres were defined as the lowest dilution at which no cytopathological effects cell rounding were observed. Statistical significance was evaluated with an independent sample t-test. Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK .",
"Immunization of mice with full length C. difficile Spo0A-6xHis was kindly performed at the Welcome Trust Sanger Institute Hinxton, UK . Cells from 1 mL of C. difficile culture were collected by centrifugation for 1 min at 14000 rpm in a table top centrifuge and resuspended in 200 mL resuspension buffer 10 mM Tris HCl pH 8, 10 mM EDTA, 0.5 mg/mL lysozyme, 1 mM Pefabloc SC Roche . After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins.",
"After incubation for 30 mins at 37uC, 50 mL of 56 SDS sample buffer 0.1 M DTT, 2% SDS, 50 mM Tris HCl pH 6.8, 10% glycerol, 0.0025% BPB was added, and samples were heated to 96uC for 5 mins. Total cell lysates amounts corrected for OD 600 were separated on a 12% SDS-PAGE gel prior to semi-dry blotting for 1 h at 10 V to a polyvinylidene fluoride PVDF membrane. Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences .",
"Membranes were blocked in PBST buffer phosphate buffered saline with 0.1% v/v Tween-20 containing 5% membrane blocking reagent Amersham Biosciences . To visualize Spo0A protein cleared polyclonal serum from a single mouse at a 1:3000 dilution was used, followed by either a goat-anti-mouse HRP-conjugated secondary antibody followed by ECL+ detection Amersham Bioscience , or a goatanti-mouse-biotin-conjugated secondary antibody Dako followed by a tertiary mouse-anti-biotin Cy3-conjugated antibody Jackson . Detection was done using on a Typhoon instrument GE Healthcare .",
"Detection was done using on a Typhoon instrument GE Healthcare . Background corrected peak volumes were quantified using ImageQuant TL Amersham Biosciences . Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study.",
"Alignments of B. subtilis and C. difficile spo0A were made using ClustalW2 on the basis of the published genome sequences, Genbank accession numbers AL009126 and AM180355, respectively, and the 630Derm spo0A sequence as determined in this study. The sequence for spo0A of C. difficile strain 630Derm was deposited in Genbank accession no JX050222 . Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches.",
"Consensus Spo0A boxes were identified using a Single string Search command in Genome2D , allowing 0 mismatches. The box positions were linked to upand downstream genes using the ''Add nearest gene to List of DNA Motifs'' feature and Microsoft Excel. The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand.",
"The results were manually inspected for those boxes within 500 bp upstream of a gene on the same strand. Figures for publication were prepared using ImageQuant TL Amersham Biosciences , Adobe Photoshop CS3 Adobe Systems Inc and Corel Graphics Suite X5 Corel Corporation . In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig.",
"In order to characterize C. difficile Spo0A, the full length protein and its DNA binding domain DBD were expressed as a Cterminally 66His-tagged protein in the heterologous host Escherichia coli Fig. 1A and purified to near homogeneity using metal affinity chromatography Fig. 1A ; lanes P .",
"1A ; lanes P . Full length protein was used to raise antibodies to detect Spo0A in total lysates of C. difficile strains, and the purified DNA binding domain was used in subsequent in vitro binding assays see below . We determined the expression of C. difficile Spo0A throughout growth.",
"We determined the expression of C. difficile Spo0A throughout growth. We found that the protein is present in lysates from exponential to stationary growth phase cells. We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY .",
"We performed immunoblotting using polyclonal antibodies against C. difficile Spo0A on total lysates of wild type and spo0A mutant cells grown in a trypton-yeast based medium TTY . We found a clear signal of the size expected for full length Spo0A ,31 kDa as early as 3 hours post inoculation exponential growth phase , through transition phase 8 h as well as 24 and 48 hours post inoculation stationary growth phase Figure 1B; 630Derm . The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig.",
"The signals were specific for C. difficile Spo0A as they were absent from lysates from the C. difficile spo0A mutant Fig. 1B , CT::spo0A . We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown .",
"We obtained similar results in other media, such as the commonly used supplemented brain heart infusion broth BHIS; data not shown . To determine relative levels of Spo0A throughout growth, we performed an immunoblot experiment using fluorescent antibodies, which gives more quantitative information compared to the use of horseradish peroxidase conjugated antibodies in our hands. We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C .",
"We found that the levels of Spo0A increases approximately 20-fold from 6 hours post inoculation and remains at similar levels from 8 to 48 hours post inoculation Figure 1C . Though it should be noted that the Western blots do not provide information on the phosphorylation state of the protein, we conclude that the protein in active or inactive form is present throughout growth and is more abundant in stationary growth phase. Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores .",
"Spo0A of C. difficile Strain 630Derm Contains a 6aminoacid Duplication BLAST homology searches readily identify a homolog of the well-characterized B. subtilis Spo0A protein in C. difficile 630 CD1214 and previous work demonstrated that a spo0A mutant an insertional inactivation of cd1214 -as expected -no longer forms spores . In silico analyses suggest a similar secondary structure for both proteins Fig. 2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region .",
"2A , with a conserved dimerization and DNA binding domain, separated by a poorly conserved hinge region . We compared the sequence of CD1214 obtained from our lab strain 630Derm to that of the published C. difficile 630 genome . Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 .",
"Strain 630Derm is a spontaneous erythromycin sensitive strain, which is commonly used in mutagenesis studies and was obtained by serial passaging of strain 630 . The 630Derm spo0A sequence Genbank accession no JX050222 was derived from the expression plasmids constructed for this study, and confirmed in a whole genome sequence of strain 630Derm generated in our lab data not shown . We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence.",
"We found that 630Derm spo0A contains an 18 base pair direct repeat, resulting in a 6 amino acid NVGNIE duplication compared to the published reference sequence. The duplication maps to a region of the protein with relatively low sequence conservation hinge , flanking the highly conserved DNA binding domain Fig. 2A and B .",
"2A and B . We verified the absence of this duplication in strain 630 by PCR Fig. 2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion.",
"2C as well as sequencing from the chromosomal DNA of C. difficile 630 data not shown , to rule out an error in the original genome sequence and to demonstrate that the difference in size of the PCR product was specific to the 18 bp insertion. In addition, we checked several other strains of PCR ribotypes 12 to which 630 and 630Derm belong by PCR, but the duplication was found to be unique to 630Derm among the isolates tested data not shown . C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile.",
"C. difficile Spo0A-DBD Shows Similar Specificity as B. subtilis Spo0A-DBD Next, we examined the conservation of the DNA binding domain of Spo0A Spo0A-DBD between B. subtilis and C. difficile. In B. subtilis amino acid residues contacting the backbone of the DNA and interacting with specific residues of the Spo0A binding sequence have been defined . We found that all these residues were conserved in the C. difficile protein sequence Fig.",
"We found that all these residues were conserved in the C. difficile protein sequence Fig. 2B , indicating that the protein likely recognizes a similar motif. DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization .",
"DNA binding by full length Spo0A in B. subtilis requires phosphorylation dependent dimerization . However, it was shown that the isolated DBD is capable of binding to legitimate targets of the full length protein . Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays.",
"Analogously, we purified the C. difficile Spo0A-DBD for use in in vitro binding assays. As no direct targets for the C. difficile protein have been reported so far, we used the upstream region of the abrB gene PabrB of B. subtilis. PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein .",
"PabrB is commonly used as a high-affinity control in binding assays with the B. subtilis Spo0A or Spo0A-DBD protein . It is noteworthy that we failed to identify a homolog of abrB in C. difficile using BLAST, indicating that potential indirect regulation by Spo0A cannot occur through abrB in C. difficile as it does in B. subtilis. We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig.",
"We found that C. difficile Spo0A-DBD bound with high affinity to PabrB Fig. 2D and E . We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag.",
"We performed electrophoretic mobility shift assays EMSAs using radiolabeled PabrB and increasing amounts of purified C. difficile Spo0A-DBD that was purified using a C-terminal 66His-tag. The addition of protein leads to a dose-dependent retardation of the DNA fragment with an apparent K D of ,50 nM. In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig.",
"In the same range of protein concentrations, no binding was observed for a negative control a DNA fragment of B. subtilis citG Fig. 2E , suggesting that binding was specific for the abrB promoter region. B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA .",
"B. subtilis Spo0A recognizes a distinct sequence 0A box , that is characterized by a 7 bp core motif TGTCGAA . Structural studies have revealed that the protein makes specific contacts with the G at position 2 G2 , and the C at position 4 C4 and 5 G5 of this motif . We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB.",
"We introduced G2A, C4A, G5A, G2A/C4A and C4A/G5A mutations in the perfect consensus core 0A-box present in PabrB. We found that the affinity of C. difficile Spo0A for these mutated PabrB fragments was highly reduced Fig. 2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence.",
"2E . We performed EMSAs using radiolabeled PabrB containing the mutated core sequence. For the single point mutations in the DNA, the affinity decreased ,10-fold. There did not seem to be an additive effect of a second point mutation for the two combinations tested.",
"There did not seem to be an additive effect of a second point mutation for the two combinations tested. None of the mutations abolished binding of C. difficile Spo0A completely, most likely as the result of binding of Spo0A to other non-consensus 0A boxes in the abrB promoter . Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD.",
"Taken together, we conclude that the guanine and cytosine residues in the core TGTCGAA motif of PabrB are important for specific binding of this fragment by C. difficile Spo0A-DBD. Value for Binding by C. difficile Spo0A-DBD Above, we have established that the Spo0A-DBD of C. difficile is highly homologous to that of the B. subtilis Spo0A protein, and that the proteins recognize a similar consensus sequence Fig. 2 .",
"2 . Based on this information, we identified the several genes as putative direct targets of C. difficile Spo0A. We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D .",
"We queried the C. difficile 630 genome sequence for perfect matches to the core 0A box using Genome2D . Such an analysis revealed the presence of 102 matching motifs, of which 45 were located within 500 bp of the initiating ATG of an open reading frame on the same strand see Table S1 . Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, .",
"Our attention was drawn to spo0A and sigH, as these two genes were previously found to be regulated by Spo0A in B. subtilis and/or play important roles in sporulation 3, . We found that C. difficile Spo0A bound to DNA sequences upstream of spo0A and sigH. We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames.",
"We performed EMSAs with DNA encompassing 220-281 bp upstream of the initiating ATG codon of the spo0A, sigH and spoVG open reading frames. We found that the addition of Spo0A-DBD to the reactions caused retardation of the spo0A and sigH DNA fragments Fig. 3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig.",
"3A , but not of a spoVG fragment which did not contain a consensus 0A box Fig. 3B . It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA.",
"It should be noted that the affinity of Spo0A-DBD for the region upstream of spo0A was the highest we have observed so far for any C. difficile DNA. Moreover, the presence of multiple shifted species could indicate the presence of more than one strong binding site. These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis .",
"These results establish that spo0A and sigH are likely legitimate targets of Spo0A in C. difficile, and confirm that spoVG is not, in line with results obtained in B. subtilis . We were interested to see if Spo0A in C. difficile could potentially regulate genes that have no documented function in sporulation. Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon.",
"Our in silico analysis identified several genes with no obvious link to sporulation that had a consensus 0A box within 100 bp upstream of their start codon. This positioning is similar to that observed for spo0A . and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA.",
"and sigH .. We confirmed in vitro binding of the C. difficile Spo0A-DBD to the promoter regions of lplA and ssuA. We carried out EMSA experiments using probes that included the perfect consensus site and purified Spo0A-DBD protein. We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig.",
"We observed binding of the protein to fragments upstream of the lplA gene CD1654; box at 267 and the ssuA gene CD1484; box at 282 Fig. 3A . The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms.",
"The lplA gene encodes a predicted lipoate-protein ligase, and ssuA is annotated as an aliphatic sulfonates ABC transporter; to our knowledge, neither of these have been directly implicated in sporulation or have found to be targets for Spo0A in other organisms. Together our results establish the potential for binding of Spo0A to DNA upstream of spo0A and sigH, two genes that are important for sporulation, and indicate that Spo0A may have functions that go beyond the regulation of sporulation in C. difficile. It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway .",
"It has been established that a spo0A mutant of C. difficile does not produce any spores, consistent with a crucial role in the sporulation pathway . However, the in silico identification of upstream regions with a consensus Spo0A binding site did not point to any of the early sporulation genes downstream of spo0A itself as direct targets of Spo0A. This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search.",
"This is likely the result of variations in the 0A-box in these promoters that were disregarded in the box search. In support of this, many well-characterized legitimate direct targets of B. subtilis Spo0A such as spoIIAA and spoIIE do not contain a 100% match to the core motif, but rather one or more near-consensus boxes . We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig.",
"We found that Spo0A- We performed EMSA experiments using increasing amounts of purified Spo0A-DBD from C. difficile 630Derm and the DNA fragments indicated above Fig. 3B . For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM.",
"For spoIIAA encoding an antianti sigma-factor and spoIIE encoding a serine phosphatase , we observed a low intensity shifted species at concentrations as low as 150 nM. For spoIIGA encoding a sporulation specific protease we observed the shifted species only at higher concentrations of protein .200 nM . The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations.",
"The negative control spoVG did not demonstrate binding of Spo0A-DBD at these concentrations. Moreover, the shift we observed was reversible using unlabeled DNA containing a high affinity binding site, but not using unlabeled DNA that lacked such a site Figure S1B-D . Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex.",
"Therefore, we consider the binding to spoIIAA, spoIIE and spoIIGA genes to be specific, despite the fact that increasing the amount of protein did not seem to cause a significant increase in the amount of DNA in the complex. Together, these results suggest that Spo0A in C. difficile might regulate the transcription of at least a subset of early sporulation genes by direct binding to their promoter regions. C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells .",
"C. difficile Spo0A-DBD Binds to DNA Upstream of tcdB It has previously been reported that the deletion of Spo0A in C. difficile results in a significantly lower toxin production and a ,1000-fold reduction in the toxicity of culture supernatant derived from spo0A negative cells towards Vero cells . Considering the absence of a homolog of the abrB repressor, direct binding of Spo0A and concomitant activation of toxin gene transcription is a likely mechanism through which this could occur. We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands.",
"We found evidence for direct binding of Spo0A-DBD to the region upstream of tcdB, encoding one of the major clostridial toxin genes, and possibly tcdC, but this did not seem to result in lower toxin levels in our hands. We performed EMSAs using DNA upstream of tcdR encoding a sigma factor responsible for the activation of toxin gene transcription , tcdB encoding toxin B , tcdA encoding toxin A . In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used .",
"In order to test regions upstream of all open reading frames in the PaLoc, we also tested binding of Spo0A to DNA upstream of tcdE encoding a holin-like protein and tcdC encoding a putative negative regulator of toxin production , even though this regulator does not have a significant effect on toxin levels under the conditions we used . Of the regions tested, we only observed a clear shifted species, indicative of Spo0A binding, for tcdB Figure 4A ; the shifted species in our EMSA assay was reversed by the addition of unlabeled DNA containing a high affinity binding site, but not by DNA lacking such a site Figure S1E . For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F .",
"For tcdC, some smearing was observed at all concentrations of proteins tested Figure 4A , and there did not seem to be a clear effect of the addition of unlabeled DNA fragments Figure S1F . The probes for tcdA, tcdE and tcdR were indistinguishable from those obtained with our negative control, spoVG. We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested.",
"We wanted to determine if toxin levels in culture supernatants were directly or indirectly affected by Spo0A, as was previously suggested. We found no lower toxicity towards Vero cells of culture supernatants derived from spo0A mutant cells compared to wild type. We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium.",
"We grew three independent biological replicates of a wild type 630Derm or Clostron-generated spo0A mutant CT::spo0A -a kind gift of the Minton lab in glucose-free TTY medium. We harvested culture supernatant at late-exponential phase approximately 7 hours post inoculation , the transition phase between exponential and stationary growth phase approximately 9 hours post inoculation , as well as two time points in stationary phase 24 and 48 hours post inoculation and determined the toxin endpoint titres see Materials and Methods . In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test .",
"In contrast to previous findings, we observed a small #4-fold increase in the toxicity of supernatants derived from spo0A mutant cells compared to wild type, but in all cases this difference was not statistically significant p.0.05, independent sample t-test . In other medium BHIS , we observed no differences at all data not shown . We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions.",
"We conclude that Spo0A does not positively affect toxin production in C. difficile 630Derm and the in vivo relevance of the binding to regions upstream of tcdB and/or tcdC is therefore limited under our experimental conditions. The Spo0A-box of C. difficile In B. subtilis, the binding site of Spo0A on target DNA has been well-characterized, through a combination of in vitro binding assays, determination of in vivo binding profiles and mutagenesis of regulated promoter sequences. This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box .",
"This work has led to the identification of a conserved core motif, TGTCGAA, or Spo0A box . Depending on the analysis, this motif is flanked by one or more adenine or thymine residues . Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs.",
"Interestingly, many target genes do not harbor a perfect match to this consensus sequence, but rather contain one or more degenerate motifs. The differences in these motifs may reflect different promoter architectures e.g. AT content , modes of action e.g. activation or repression or levels of regulation.",
"AT content , modes of action e.g. activation or repression or levels of regulation. Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A .",
"Spo0A genes in B. subtilis can be divided in different classes that respond to different levels of phosphorylated Spo0A . For C. difficile, we conclude that the Spo0A protein likely recognizes a motif that is similar to the B. subtilis Spo0A box on the basis of four lines of evidence; 1. All DNA binding/contacting residues are conserved Fig.",
"All DNA binding/contacting residues are conserved Fig. 2B , 2. C. difficile Spo0A can bind with high affinity to a target of B. subtilis Spo0A Fig. 2D , 3. Mutagenesis of key residues in the B. subtilis Spo0A box reduces affinity of C. difficile Spo0A for DNA Fig. 2E and 4.",
"2E and 4. A B. subtilis Spo0A box has predictive value for DNA binding by C. difficile Spo0A Fig. 3A .",
"3A . It is conceivable that our model system, using the purified DNA binding domain, does not accurately reflect binding to all target sites, if target site selectivity is determined in part by other parts by of the full length protein. It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K.",
"It is likely that differences do exist between the preferred binding sites for both proteins that will be evident when a comprehensive analysis is performed of in vivo DNA binding of C. difficile Spo0A; based on the limited data set of this study, a MEME analysis already suggests possible differences in the extended Spo0A motif W.K. Smits, unpublished observations . These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance.",
"These differences may relate to the much higher AT content of C. difficile compared to B. subtilis 71 vs. 56.5%, respectively , or phosphorylation dependent dimerization, for instance. The initiation of sporulation in B. subtilis is subject to complex regulation for review see ref . The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell .",
"The activation of Spo0A is controlled by a multi-component phosphorelay that can integrate environmental cues and ensures a gradual increase in the level of phosphorylated Spo0A in the cell . In addition, the transcription of the spo0A gene is controlled by multiple feedback loops. For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter .",
"For instance, Spo0A regulates its own transcription by binding to the spo0A promoter , as well as by indirectly stimulating the transcription of sigH, encoding a sigma factor that recognizes the spo0A promoter . In C. difficile, there are some interesting differences and similarities in the regulatory pathways. Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases .",
"Most notably, there seems to be no phosphorelay and the phosphorylation state of Spo0A is supposedly controlled by orphan histidine kinases . The transcription of spo0A in C. difficile is under control of the transition state sigma factor Sigma H , as it is in B. subtilis . Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig.",
"Our data indicate that both spo0A and sigH could be targets for direct regulation by Spo0A in C. difficile Fig. 3A , raising the possibility of auto-regulation of spo0A. The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis .",
"The putative direct regulation of sigH by Spo0A may reflect that the C. difficile genome does not harbor a homolog of the pleiotropic regulator AbrB, which is responsible for the Spo0A-dependent regulation of sigH in B. subtilis . Consistent with a model in which spo0A is positively autoregulated, we noted a sharp increase in the levels of Spo0A as cells approach the stationary growth phase Figure 1C . Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig.",
"Downstream of Spo0A, we found binding of Spo0A to DNA upstream of several early sporulation genes, such as spoIIAA, spoIIE, and spoIIGA Fig. 3B . All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway .",
"All these observations are consistent with direct regulation of these genes by Spo0A in other organisms , and the conservation of the sporulation pathway . Though Spo0A is the key regulator for sporulation in Firmicutes, it regulates numerous other processes in various bacteria. In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, .",
"In the non-pathogenic B. subtilis, for instance, the protein also affects competence development, biofilm formation, the production of and resistance to antimicrobial compounds, chromosome dynamics and aspects of phage biology 10, . Importantly, several of these processes are indirectly regulated, through the Spo0A-dependent repression of abrB. Additionally, transcription of abrB responds already to low levels of Spo0A,P .",
"Additionally, transcription of abrB responds already to low levels of Spo0A,P . As a result these effects are detectable in late-exponential and early stationary phase, as some Spo0A is present throughout growth in B. subtilis cells. Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators.",
"Though abrB is absent from C. difficile, this does not exclude the possibility of indirect transcriptional regulation through Spo0Adependent effects on other regulators. Alternatively, Spo0A may exert a direct effect. In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation .",
"In Clostridium acetobutylicum and C. beijerinckii, Spo0A is a direct regulator of solvent formation, as well as sporulation . It seems therefore conceivable that Spo0A in C. difficile also affects aspects of metabolism. In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B .",
"In this respect, it is important to note that also in C. difficile Spo0A is detectable from early exponential growth phase on Figure 1B . We observed direct binding of C. difficile Spo0A to the promoter region of sigH Fig. 3A .",
"3A . This gene encodes the key sigma factor for the transition phase, and regulates processes outside sporulation as well . Moreover, we found significant levels of Spo0A from early stationary phase on Fig. 1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile.",
"1B and unpublished observations , indicating the regulatory actions of Spo0A need not be limited to stationary phase in C. difficile. In line with this idea, we found a potential regulatory link between Spo0A and two genes that to our knowledge are not related to the sporulation process, the lipoate ligase lplA and the aliphatic sulfonates transporter ssuA Fig. 3A .",
"3A . The presence of a putative Spo0A binding site upstream of these genes, as well as the spacing compared to the start codon, is conserved in the problematic Stoke-Mandeville strain R20291 , a member of PCR ribotype 27. This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile.",
"This could indicate that these aspects of regulation by Spo0A are conserved in multiple strains of C. difficile. It should be noted that our work so far has been limited to an in vitro analysis of Spo0A binding, and therefore does not indicate whether activation or repression of the putative target genes occurs in vivo. To answer this question, detailed transcriptome and/or proteome studies have to be performed.",
"To answer this question, detailed transcriptome and/or proteome studies have to be performed. In order to distinguish direct from indirect effects, in vivo binding profiles of Spo0A should be performed. The antibodies generated for this study should prove to be useful for this type of experiments.",
"The antibodies generated for this study should prove to be useful for this type of experiments. Amongst the pathogenic Firmicutes, Spo0A has been reported to affect toxin production in multiple species. In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control .",
"In B. anthracis a spo0A mutation results in elevated levels of AbrB, and concomitantly lower levels of the toxin genes pagA, cya and lef that are under AbrB control . Similarly, the production of the emetic toxin cereulide in B. cereus is greatly repressed in a spo0A mutant, in an AbrB-dependent manner . In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein .",
"In contrast, Spo0A directly represses the expression of the cry toxin genes in B. thuringiensis and a spo0A mutant is therefore a hyper-producer of the insecticidal crystal protein . In Clostridium perfringens TpeL, a member of the large clostridial toxins just like TcdA and TcdB, is directly dependent on Spo0A and also the production of enterotoxin in this organism seems to be indirectly dependent on sporulation . In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB .",
"In C. difficile an insertional spo0A mutant generated using Clostron technology was reported to have ,10-fold reduced levels of toxin A TcdA , both intracellularly and extracellularly as well as ,1000-fold reduced toxicity towards Vero cells, which are primarily sensitive towards toxin B TcdB . Our in vitro binding data indicate a potential binding site for Spo0A upstream of tcdB and possibly tcdC Fig. 4A .",
"4A . However, the in vivo relevance of this binding seems limited as in our hands an independently derived but otherwise identical mutant a kind gift of the Minton lab; did not demonstrate a reduced toxicity towards Vero cells. In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells .",
"In contrast, we found that in TTY medium toxin levels were slightly elevated in spo0A mutant cells compared to wild type #2fold in exponential phase cells up to 4-fold in late-stationary phase cells . The small, and not significant, differences in toxin levels in our experiments might be attributed to differences in the susceptibility of cells for lysis rather than the production of toxin, but could also indicate a negative regulatory effect of Spo0A on toxin production. In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease .",
"In support of the latter hypothesis, it was recently reported that a spo0A mutant of C. difficile strain R20291 a PCR ribotypes 027/BI/NAP1 epidemic strain demonstrates ,10fold higher toxin levels than its isogenic wild type 30 h post inoculation, and is significantly more virulent in a mouse model of disease . The differences between Underwood et al on the one hand and our study as well as the study of Deakin and coworkers on the other hand may be explained by differences in experimental conditions, such as the medium used. However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown .",
"However, we observed no difference in cytotoxicity between supernatant derived from wild type or spo0A mutant cells when they were grown in BHIS, a medium nearly identical to that used previously data not shown . Alternatively, the differences could indicate integration of the group II intron at more than one location in the chromosome in the strain used in Underwood et al . In the absence of a complementation experiment and/or Southern blot data, this remains to be established.",
"In the absence of a complementation experiment and/or Southern blot data, this remains to be established. In summary, our data are consistent with a model in which the regulation of the major clostridial toxins in C. difficile is not positively affected by Spo0A, in contrast to previous findings and other pathogenic Clostridia. Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays.",
"Whether Spo0A is truly a negative regulator of toxin production remains to be confirmed using in vitro and in vivo transcription assays. In the present study we have for the first time demonstrated direct binding of the DNA binding domain of C. difficile Spo0A to putative target DNA. This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA .",
"This work has revealed that aspects of Spo0A binding are conserved between Bacillus and C. difficile 0A box, possible auto-regulation and binding to early sporulation promoters , whereas others are not the absence of abrB as a direct target in C. difficile, binding to DNA upstream of lplA, ssuA . The effects of Spo0A on toxin production may be similar to those observed for B. thuringiensis . Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo.",
"Future work will be aimed at determining the effect of Spo0A on the transcription of the putative target genes, and carry out a comprehensive analysis of Spo0A binding in vivo. The identification of genes affected by Spo0A in C. difficile may shed light on the role of the protein in virulence and pathogenesis of this organism. Figure S1 Specificity controls for binding by Spo0A-DBD-his6.",
"Figure S1 Specificity controls for binding by Spo0A-DBD-his6. Arrows indicate the position of shifted species DNA:protein complexes . Titrations with PCR fragments of PabrB containing a high affinity binding site and PtcdA lacking such a site correspond to approximately 0.1 nM/mL -0.03 nM/ mL. A.",
"A. Comparison of binding of Spo0A-DBD-his6, Spo0A-his6 and CD2195-his6 binding to the upstream region of spoIIAA. B. Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA .",
"Binding of Spo0A-DBD-his6 to the upstream region of spoIIAA is reversed by the addition of PabrB, but not by the addition of PtcdA . C. Binding of Spo0A-DBD-his6 to the upstream region of spoIIE is reversed by the addition of PabrB, but not by the addition of PtcdA. D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA.",
"D. Binding of Spo0A-DBD-his6 to the upstream region of spoIIGA is reversed by the addition of PabrB, but not by the addition of PtcdA. E. Binding of Spo0A-DBD-his6 to the upstream region of tcdB is reversed by the addition of PabrB, but not by the addition of PtcdA. F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA.",
"F. Binding of Spo0A-DBD-his6 to the upstream region of tcdC is not or moderately affected by the addition of PabrB and/or PtcdA. TIF Text S1 Oligonucleotides used in this study and PCR cycling conditions for the EMSA probes. PDF"
] | 1,667 | 916 |
What laboratory test can be used to monitor protein expression? | Western blot | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 941 |
How is Venezuelan equine encephalitis virus transmitted? | by mosquitoes | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
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What are the symptoms of Venezuelan equine encephalitis virus? | fever, malaise, and vomiting | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 934 |
What is the mortality rate of Venezuelan equine encephalitis virus in children? | 35% | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 935 |
What is the mortality rate of Venezuelan equine encephalitis virus in adults? | 10% | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
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What vaccine can be used to prevent Venezuelan equine encephalitis virus? | TC83 | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
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What can RNA sequencing be used to monitor? | changes in gene expression | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 938 |
What activates the UPR pathway in the cell? | protein misfolding | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 939 |
What indicators does the UPR pathway use to regulate protein folding and secretion in the cell? | inositolrequiring enzyme 1 (IRE1), protein kinase RNA-like ER kinase (PERK), and activating transcription factor 6 (ATF6) | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 940 |
Where does EGR1 accumulate in the cell? | nucleus | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
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What is EGR1? | a transcription factor | [
"Venezuelan equine encephalitis virus VEEV is a previously weaponized arthropod-borne virus responsible for causing acute and fatal encephalitis in animal and human hosts. The increased circulation and spread in the Americas of VEEV and other encephalitic arboviruses, such as eastern equine encephalitis virus and West Nile virus, underscore the need for research aimed at characterizing the pathogenesis of viral encephalomyelitis for the development of novel medical countermeasures. The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs.",
"The host-pathogen dynamics of VEEV Trinidad donkey-infected human astrocytoma U87MG cells were determined by carrying out RNA sequencing RNA-Seq of poly A and mRNAs. To identify the critical alterations that take place in the host transcriptome following VEEV infection, samples were collected at 4, 8, and 16 h postinfection and RNA-Seq data were acquired using an Ion Torrent PGM platform. Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed.",
"Differential expression of interferon response, stress response factors, and components of the unfolded protein response UPR was observed. The protein kinase RNA-like endoplasmic reticulum kinase PERK arm of the UPR was activated, as the expression of both activating transcription factor 4 ATF4 and CHOP DDIT3 , critical regulators of the pathway, was altered after infection. Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner.",
"Expression of the transcription factor early growth response 1 EGR1 was induced in a PERK-dependent manner. EGR1 −/− mouse embryonic fibroblasts MEFs demonstrated lower susceptibility to VEEV-induced cell death than isogenic wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following VEEV infection. The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection.",
"The influence of EGR1 is of great importance, as neuronal damage can lead to long-term sequelae in individuals who have survived VEEV infection. IMPORTANCE Alphaviruses represent a group of clinically relevant viruses transmitted by mosquitoes to humans. In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions.",
"In severe cases, viral spread targets neuronal tissue, resulting in significant and life-threatening inflammation dependent on a combination of virus-host interactions. Currently there are no therapeutics for infections cause by encephalitic alphaviruses due to an incomplete understanding of their molecular pathogenesis. Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans.",
"Venezuelan equine encephalitis virus VEEV is an alphavirus that is prevalent in the Americas and that is capable of infecting horses and humans. Here we utilized next-generation RNA sequencing to identify differential alterations in VEEV-infected astrocytes. Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death.",
"Our results indicated that the abundance of transcripts associated with the interferon and the unfolded protein response pathways was altered following infection and demonstrated that early growth response 1 EGR1 contributed to VEEV-induced cell death. Text: V enezuelan equine encephalitis virus VEEV is a New World alphavirus in the family Togaviridae that is endemic to the Americas. VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs .",
"VEEV is a positive-strand RNA virus that is transmitted by mosquitoes and that is naturally present in rodent reservoirs . . There are six subtypes that are categorized by their geographic range and pathology in equines and humans. The two epizootic strains, IA/B and IC, arose from mutations among the enzootic strains . .",
". The IA/B and IC strains are of particular concern due to increased rates of morbidity and mortality and the risks associated with viral amplification and potential species spillover . . In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting.",
"In humans, VEEV causes a febrile illness typified by fever, malaise, and vomiting. In some cases, infection progresses to the central nervous system CNS and neurological symptoms, such as confusion, ataxia, and seizures, manifest. The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors .",
"The mortality rate among cases with neurological symptoms can be as high as 35% in children and 10% in adults, with long-term neurological deficits often being seen in survivors . . In 1995, an outbreak of VEEV in Colombia and Venezuela resulted in over 100,000 human cases . .",
". In addition to natural outbreaks, VEEV is also a concern from a bioterrorism perspective, as it can be grown to high titers, requires a low infectious dose, and contains multiple serotypes. Both the former Soviet Union and the United States previously weaponized the virus, producing large quantities for their now defunct offensive bioweapons programs . .",
". Currently, vaccine strain TC83 is used in horses and for high-risk personnel; however, due to the low rate of seroconversion achieved with this vaccine . and its reliance on two single attenuating mutations . , it is considered unfit for mass distribution . .",
", it is considered unfit for mass distribution . . To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV.",
"To date there are no FDA-approved therapeutics for VEEV infection, and further studies are required for clarification of the mechanisms associated with the underlying pathogenesis of VEEV. Viral and host transcriptomic studies can provide a wealth of information on the underlying pathogenic mechanisms and interactions following the course of an infection. The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions.",
"The use of highthroughput next-generation sequencing has led to the discovery of previously uncharacterized viruses and the establishment of numerous novel experimental systems redefining virus-host interactions. To date a number of studies have examined the alterations in the host transcriptome following VEEV infection. A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor .",
"A comparative microarray analysis between cells persistently infected with VEEV and cells able to clear VEEV resulted in the identification of PARP12L as an antiviral factor . . A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways .",
"A molecular comparison utilizing microarrays of host-based responses to the TC83 strain was able to identify biomarkers differentiating between vaccine responder and vaccine nonresponder groups, as well as the involvement of interferon IFN , interferon-induced pathways, Toll-like receptor TLR , and interleukin 12 IL-12 related pathways . . A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice .",
"A study examining the role of adhesion and inflammatory factors in VEEV-infected CD-1 mice found viral modulation of the expression of extracellular matrix and adhesion genes, such as integrins Itg␣X, Itg2, 3, and 7 , cadherins 1 and 2, vascular cell adhesion molecule 1, and intracellular adhesion molecule 1 ICAM-1 , in the brains of VEEV-infected mice . . Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae .",
"Follow-up experiments utilizing ICAM-1-knockout mice demonstrated reduced inflammation in the brain and a subsequent delay in the onset of neurological sequelae . . A study by Sharma et al.",
". A study by Sharma et al. utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II .",
"utilized microarrays to analyze gene expression changes in the brain tissue of VEEV-infected mice over the course of an infection, discovering numerous immune pathways involved in antigen presentation, inflammation, apoptosis, and the traditional antiviral response Cxcl10, CxCl11, Ccl5, Ifr7, Ifi27, Oas1b, Fcerg1, Mif, clusterin, and major histocompatibility complex MHC class II . . A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data .",
"A second study by the same group identified the regulation of microRNAs miRNAs in the brains of VEEV-infected mice, which enabled the correlation of the miRNA changes with earlier mRNA expression data . . These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system .",
"These analyses suggest that VEEV may be utilizing cellular miRNAs in order to regulate downstream mRNA, which may correspond with the VEEV-induced histological changes to the nervous system . . In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD .",
"In the current study, next-generation RNA sequencing RNA-Seq was used to identify clinically relevant alterations in the mRNA transcriptome of human astrocytes infected with wildtype WT VEEV strain Trinidad donkey TrD . The analysis of host mRNAs by RNA-Seq provides novel insight into how a host responds to a viral infection through the identification of a wide and dynamic range of transcripts in an unbiased manner. Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts .",
"Selective sequencing of mRNAs, specifically, polyadenylated poly A transcripts, which account for ϳ1% of the entire transcriptome, enhances the detection of the most relevant and low-abundance transcripts . . As VEEV has been shown to productively infect astrocytes both in vitro and in vivo . , we chose astrocytes as our model of interest.",
", we chose astrocytes as our model of interest. Astrocytes are the most abundant cell in the brain, outnumbering neurons by at least 5-fold . , providing an abundant resource for viral replication within the brain.",
", providing an abundant resource for viral replication within the brain. In addition to their well-described structural role in neuronal tissue, as-trocytes play critical roles in other processes, including the regulation of blood flow and of the blood-brain barrier, synapse transmission, and the response to infection . .",
". VEEV-infected astrocytes have been shown to produce multiple cytokines, including IL-8, IL-17, interferon gamma IFN-␥ , and gamma interferon-induced protein 10, all of which were found to be associated with viral attenuation . .",
". In order to obtain a dynamic view of the virus-host interactome, RNA-Seq was used to monitor changes in gene expression in VEEV TrD-infected astrocytes at 4, 8, and 16 h postinfection hpi . By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model .",
"By viewing the alterations at multiple early time points using triplicate biological replicates, a robust and dynamic range of information is generated, and this information provides an increase in both the power and the accuracy of detection of differentially expressed transcripts in a highly relevant clinical model . . Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed.",
"Among VEEV-infected cells, an increase in interferon-regulated genes, including IFIT1, IFIT2, IFIT3, and OASL, was observed. The increased expression of genes involved in the stressinduced unfolded protein response UPR pathway was also noted. Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways.",
"Interestingly, VEEV infection resulted in an increase in early growth response protein 1 EGR1 , which may serve as a link between the two pathways. The identification of host mRNAs whose expression is altered following VEEV replication, specifically, EGR1 and its interactors up-and downstream, may provide novel host-based therapeutic targets critical for VEEV replication and a greater understanding of the underlying mechanisms underpinning alphavirus replication. Viral infections and plaque assays.",
"Viral infections and plaque assays. VEEV TrD was obtained from BEI Resources. All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions.",
"All experiments with VEEV TrD were performed under biosafety level 3 BSL-3 conditions. All work involving select agents is registered with the Centers for Disease Control and Prevention and was conducted at George Mason University's Biomedical Research Laboratory, which is registered in accordance with federal select agent regulations. For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5.",
"For infections, VEEV was added to supplemented Dulbecco modified Eagle medium DMEM to achieve a multiplicity of infection MOI of 0.05, 0.5, or 5. Cells were infected for 1 h at 37°C and rotated every 15 min to ensure adequate coverage. The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells.",
"The cells were then washed with phosphatebuffered saline PBS , and complete growth medium was added back to the cells. Viral supernatants and cells were collected at various times postinfection for further analysis. Plaque assays were performed as previously described . . mRNA isolation and poly A library preparation.",
". mRNA isolation and poly A library preparation. RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies .",
"RNA from U87MG cells was purified from both VEEV TrD-infected biosafety level 3 and mock-infected U87MG cells at 4, 8, and 16 hpi utilizing a mirVana isolation kit Life Technologies . Quality control of purified RNA was then performed using an Agilent 2100 bioanalyzer, and an RNA integrity number RIN cutoff of 8 was utilized for all samples. An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit.",
"An External RNA Controls Consortium ERCC RNA spike-in control mix was then added to the total RNA inputs 10 g RNA before poly A selection using a Life Technologies Dynabeads mRNA Direct kit. Preparation of a whole-transcriptome RNA library from purified mRNA was then performed using an Ion Total RNA-Seq kit v2; Life Technologies . Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory.",
"Quality control of the cDNA libraries was then performed using the Agilent 2100 bioanalyzer along with sterility testing for removal of libraries for sequencing from a BSL-3 to BSL-2 laboratory. RNA sequencing. Library template preparation was performed on a One Touch 2 platform Life Technologies .",
"Library template preparation was performed on a One Touch 2 platform Life Technologies . Next-generation RNA sequencing was performed on an Ion Torrent PGM platform and was carried out for each sample to assess the differential gene expression of infected versus uninfected cells over time. Data filtering and RNA-Seq analysis pipeline.",
"Data filtering and RNA-Seq analysis pipeline. A total of ϳ119 million sequencing reads and an average of 6.6 million reads per sample were used as the input into our analysis pipeline. Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 .",
"Unless otherwise noted, downstream RNA-Seq analysis was carried out using the CLC bio Genomics Workbench v7 . Raw RNA-Seq reads were trimmed to remove any residual sequencing adapter fragments that remained on the 5= or 3= ends after sequencing. In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded.",
"In addition, end trimming of reads was done using the modified Mott algorithm with a Q20 quality score, and any reads of less than 15 bp were discarded. Following read trimming, the reads were mapped to human genome hg19 with the following RNA-Seq parameters: a 10-hit limit for multiple mapped positions, a similarity fraction of 0.8, a length fraction of 0.8, a mismatch cost of 2, and an indel cost of 3. The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al.",
"The expression level of individual genes and transcripts was calculated using the number of reads per kilobase of the exon model per million mapped reads RPKM method of Mortazavi et al. . . In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set .",
"In addition, unmapped reads were also mapped to the ERCC92 synthetic RNA sequence set . , as well as to the VEEV reference genome GenBank accession number L01442 . In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90.",
"In all samples, the correlation coefficient R 2 between the expected and the mapped number of reads for the ERCC92 spike-in controls was above 0.90. A summary of the overall sequencing results is shown in Table 1 . Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment.",
"Postmapping filtering of all RNA-Seq data was carried out next to include only genes with at least one uniquely mapped read 26,230 genes remained across all data sets and only those with a nonzero interquartile range across the entire experiment. Principal component analysis of the resulting filtered data set 13,906 genes in total was carried out using raw counts of uniquely mapped reads see Fig. 2A .",
"2A . The remaining RPKM expression values for each gene included in the filtered data set were subjected to quantile normalization with a 5% cutoff. A box plot of log 2transformed RPKM values for each sample before normalization is shown in Fig. 2B .",
"2B . The R 2 value for pairwise sample-to-sample variation within each biological replicate set was observed to range from 0.89 to 0.99, indicating that our biological replicates were consistent and showed no strong bias data not shown . Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches.",
"Differential gene expression analysis. Differentially expressed genes DEGs were identified using two approaches. First, the empirical analysis of differential gene expression algorithm, part of the edgeR Bioconductor package . , was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value.",
", was applied to the integrated data set of all 18 experiments using the default parameters and a false discovery rate-corrected P value. At each time point, infected and mock-infected samples were compared, and genes whose expression differed by more than 2-fold with a significance with a P value of Յ0.05 were provisionally considered to be differentially expressed. In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al.",
"In addition to the method described above, an orthogonal statistical test of differential expression was applied to the data using a statistical test developed by Baggerly et al. . to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data.",
"to count the number of expressed sequence tags associated with individual genes, a common feature of both serial analysis of gene expression SAGE data and RNA-Seq data. When infected and mock-infected samples were compared, individual genes were provisionally considered differentially expressed when their expression differed by more than 2-fold with a significance with a P value of Յ0.05. Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation.",
"Differentially expressed genes found to be in the intersection of the sets of genes identified by both of the methods outlined above were considered high-quality candidates and used as the starting point for further investigation. Clustering and GSEA. Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition.",
"Filtered, normalized expression data were subjected to k-means clustering using a Euclidian distance metric where genes were grouped by means of normalized gene expression RPKM values for each experimental condition. Clustering was fitted to 20 distinct clustering groups, and the individual gene expression profiles clustered were further tested for enrichment of gene ontology GO terms associated with individual genes. Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations .",
"Gene annotations were obtained from Reactome, a database of biological pathway and gene functional annotations . . Enrichment analysis was performed using two approaches. First, a hypergeometric test on GO annotations was carried out using an implementation of the GOStats package on each of the individual clusters obtained from k-means clustering . .",
". In addition, gene set enrichment analysis GSEA was carried out on the entire filtered data set using 100,000 permutations, while duplicates were removed and an analysis of variance was applied. A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation.",
"A total of 1,419 categories passed a minimum feature size of 10 and were used for further investigation. Cohorts of genes with shared patterns of expression over time were identified by k-means clustering. Those found to be enriched for DEGs were subsequently subjected to pathway analysis using the GeneMania system . .",
". Using an ad hoc manual approach, relevant pathways and the connections between them were identified on the basis of existing data in the literature coupled with the temporal gene expression data obtained from this study. qRT-PCR analysis. Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions.",
"Purified mRNA was converted to cDNA using a high-capacity RNA-to-cDNA kit Life Technologies according to the manufacturer's instructions. Analysis of the viral copy numbers was performed by quantitative reverse transcription-PCR qRT-PCR as previously described . .",
". Host expression of the following genes was assayed with TaqMan assays indicated in parentheses : activating transcription factor 3 ATF3; Hs00231069_m1 , ATF4 Hs00909569_g1 , CEBPB Hs00270923_s1 , CEBPD Hs00270931_s1 , DDIT3 Hs00358796_g1 , FOS Hs04194186_s1 , JUN Hs01103582_s1 , EGR1 Hs00152928_m1 , IFI6 Hs00242571_m1 , IFIT1 Hs01911452_s1 , IFIT2 Hs01922738_s1 , IFIT3 Hs01922738_s1 , ISG15 Hs01921425_s1 , ISG20 Hs00158122_m1 , OASL Hs00984387_m1 , BIRC5 Mm00599749_m1 , and XIAP Mm01311594_mH . Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization.",
"Assays for 18S rRNA Hs99999901_s1 or Mm04277571_s1 were used for normalization. Assays were performed according to the manufacturer's instructions using an ABI StepOne Plus instrument. Treatment with PERKi and collection for Western blot analysis.",
"Treatment with PERKi and collection for Western blot analysis. U87MG cells were pretreated for 2 h with 10 M the protein kinase RNAlike endoplasmic reticulum ER kinase PERK inhibitor PERKi GSK2606414 catalog number 516535; EMD Millipore or dimethyl sulfoxide DMSO in DMEM prior to infection with VEEV TrD MOI, 5 . After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ .",
"After 1 h, the viral inoculum was removed and cells were washed with sterile PBS 1ϫ . The medium was replaced with medium containing the inhibitor or DMSO. At 16 hpi, the medium was removed, and the cells were washed with PBS and then collected for Western blot analysis. Knockdown of EGR1 with siRNA.",
"Knockdown of EGR1 with siRNA. U87MG cells seeded at 6.7 ϫ 10 4 cells per well in a 12-well plate were transfected with 50 nM siGenome Protein lysate preparation and Western blot analysis. Protein lysate preparation and Western blot analysis were performed as previously described . .",
"Protein lysate preparation and Western blot analysis were performed as previously described . . Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam .",
"Primary antibodies to the following were used: EGR1 antibody 44D5; catalog number 4154; Cell Signaling , polyclonal anti-Venezuelan equine encephalitis virus TC83 subtype IA/B capsid protein BEI Resources , CHOP antibody L63F7; catalog number 2895; Cell Signaling , phosphorylated ␣ subunit of eukaryotic initiation factor 2 p-eIF2␣; Ser51; antibody D9G8; catalog number 3398; Cell Signaling , ATF4 antibody D4B8; catalog number 11815; Cell Signaling , activated caspase 3 antibody Asp175; catalog number 9661; Cell Signaling , and horseradish peroxidase-conjugated -actin catalog number ab49900-100; Abcam . Immunofluorescence analysis. U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde.",
"U87MG cells were grown on coverslips in a 6-well plate, infected with VEEV TrD as described above, washed with PBS without Ca and Mg , and then fixed with 4% formaldehyde. Cells were permeabilized with 0.5% Triton X-100 in PBS for 20 min and then washed twice with PBS. The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS.",
"The cells were blocked for 10 min at room temperature in 3% bovine serum albumin in PBS. Primary antibodies consisting of a VEEV capsid protein catalog number NR-9403; BEI Resources diluted 1:600 and an EGR1 antibody antibody 44D5; catalog number 4154; Cell Signaling diluted 1:400 were incubated in fresh blocking buffer at 37°C for 1 h and washed 3 times for 3 min each time in 300 mM NaCl with 0.1% Triton X-100. Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies.",
"Alexa Fluor 568 donkey anti-goat secondary antibody catalog number A11057; Invitrogen and Alexa Fluor 488 donkey anti-mouse secondary antibody catalog number A21202; Invitrogen diluted 1:400 were used as secondary antibodies and treated in the same manner as the primary antibodies. DAPI 4=,6-di- amidino-2-phenylindole diluted 1:1,000 was used to visualize the nuclei. Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech .",
"Coverslips were mounted onto glass slides using 10 l of Fluoromount G mounting medium catalog number 0100-01; Southern Biotech . A Nikon Eclipse TE2000-U fluorescence microscope was used for fluorescence microscopy. Images were viewed using a 60ϫ objective oil immersion lens. Five images of each sample were obtained, and a representative image of each sample is shown below.",
"Five images of each sample were obtained, and a representative image of each sample is shown below. All images were subjected to fourline averaging. The images were processed through Nikon NIS-Elements AR Analysis v3.2 software. CellTiter Glo and Caspase 3/7 Glo assays.",
"CellTiter Glo and Caspase 3/7 Glo assays. Wild-type and EGR1 Ϫ/Ϫ mouse embryonic fibroblasts MEFs were infected with TrD at various MOIs for an hour and then washed with PBS, and the medium was replaced. Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol.",
"Cell viability was measured at 24 h postinfection using a Promega CellTiter luminescent cell viability assay catalog number G7571 according to the manufacturer's protocol. Luminescence was read using a Beckman Coulter DTX 880 multimode detector with an integration time of 100 ms per well. Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol.",
"Similarly, caspase activation in infected wildtype and EGR1 Ϫ/Ϫ MEFs was measured at 24 h postinfection using a Promega Caspase 3/7 Glo assay catalog number G8090 according to the manufacturer's protocol. Luminescence was read using the DTX 880 multimode detector with an integration time of 100 ms per well. Nucleotide sequence accession numbers.",
"Nucleotide sequence accession numbers. The raw sequencing data for all RNA-Seq runs included in this work are publically available in the NCBI BioProject database under accession number PRJNA300864 http: //.nlm.nih.gov/bioproject/PRJNA300864 . VEEV replication kinetics in U87MG astrocytes. VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . .",
"VEEV replicates in vivo in monocytes, macrophages, neurons, and astrocytes . . Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance.",
"Common cell lines used to study VEEV infection include Vero and BHK cells; in this study, U87MG astrocytes were chosen as an in vitro model due to their physiological relevance and greater clinical significance. Initial experiments were performed to characterize viral replication in U87MG cells. VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig.",
"VEEV replication kinetics in U87MG cells were measured using plaque assays and by monitoring viral protein and RNA expression levels and the cytopathic effect CPE on the infected cells Fig. 1 . Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig.",
"Viral release was observed as early as 4 hpi, with ϳ4 log units of virus being observed, followed by a consistent increase in replication at 8 and 16 hpi Fig. 1A . Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi.",
"Viral replication peaked at 16 hpi, and no additional increase in viral titers was observed at 24 hpi. Viral capsid expression followed a similar pattern, with protein being detected at 8 hpi and expression plateauing at 16 hpi Fig. 1B .",
"1B . Among infected U87MG cells, a significant CPE was observed by microscopy at 24 hpi, with little to no CPE being detected at 16 hpi data not shown . Consistent with these observations, increased caspase 3/7 activity was observed only at 24 hpi Fig. 1C .",
"1C . On the basis of these data, times of 4, 8, and 16 hpi, reflecting the early, middle, and late stages of the viral life cycle, respectively, were selected for RNA-Seq analysis in order to provide a dynamic view of the host-pathogen transcriptome profile. RNA sequencing analysis of VEEV-infected astrocytes.",
"RNA sequencing analysis of VEEV-infected astrocytes. mRNA from triplicate sets of mock-and VEEV-infected U87MG cell cultures was isolated, purified at 4, 8, and 16 hpi, and used to prepare cDNA libraries for downstream RNA-Seq see Materials and Methods . A high-level summary of the RNA-Seq results is shown in Table 1 .",
"A high-level summary of the RNA-Seq results is shown in Table 1 . VEEV RNA samples were assayed by quantitative RT-PCR at each time point as a control to demonstrate the increasing viral RNA load over time Fig. 1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 .",
"1D , consistent with the increasing number of RNA-Seq reads mapped to the VEEV genome at later time points Table 1 . For RNA-Seq analysis, individual genes were expressed as the number of reads per kilobase of the exon model per million mapped reads RPKM . . Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig.",
". Log 2 -normalized RPKM expression values for each experimental sample are shown in Fig. 2A and can be found in Data Set S1 in the supplemental material. Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown .",
"Minimal sample-to-sample variation in expression values within biological replicates was consistently detected R 2 Ͼ 0.89 for all replicates; data not shown . In addition, intersample variation was also found to be minimal when it was tested pairwise across the entire experiment by using RPKM values for ERCC97 synthetic spike-in control RNAs R 2 Ͼ 0.90 for all comparisons; data not shown . As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig.",
"As anticipated, two-component principal component analysis of the RNA-Seq data for mock-infected cells versus VEEV-infected cells showed a clear separation of the samples at 16 hpi from the samples at earlier time points Fig. 2B . However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection.",
"However, the clustering of VEEV-infected samples with mock-infected samples at earlier time points suggested that the response to viral infection was limited to a narrow subset of early response genes, thus placing a higher burden of proof on identifying differentially expressed genes DEGs during the first few hours of infection. Along these lines, two orthogonal methods were used to identify DEGs suitable for further characterization: the edgeR method . and the method developed by Baggerly et al.",
"and the method developed by Baggerly et al. . . Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR.",
"Genes identified by one method were provisionally considered DEGs, and those identified by both methods were candidate DEGs to be confirmed by qRT-PCR. In addition to comparing individual gene expression values for mock-infected cells and VEEV-infected cells at each time point, gene expression values were also compared serially within each time series of VEEV-infected cells for genes that did not show any statistically significant changes in expression in mock-infected cells. A schematic of the comparative analysis is shown in Fig.",
"A schematic of the comparative analysis is shown in Fig. 2C . The number of statistically significant DEGs identified by each of these comparisons is shown in Fig. 2D .",
"2D . Furthermore, k-means clustering against normalized RPKM values was employed to identify gross changes in gene expression over time for cohorts of genes potentially sharing the same pathway or regulatory triggers Fig. 3 ; see also Data Set S2 in the supplemental material .",
"3 ; see also Data Set S2 in the supplemental material . Gene set enrichment analysis GSEA; see Material and Methods and Data Set S3 in the supplemental material was carried out on each kmeans cluster. In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 .",
"In particular, cluster 20 Table 2 was significantly enriched for genes involved in translational control, the type I interferon-mediated signaling pathway, and the unfolded protein response UPR pathway GSEA P value Ͻ 0.01 . Although there is a well-established connection between translational control and UPR, a novel connection between UPR and the type I interferonmediated response in response to viral replication was suggested by pathway analysis see Materials and Methods , implicating early growth response 1 EGR1 as a potential bridge between these two pathways Fig. 4 .",
"4 . EGR1 belongs to cluster 20 and is strongly induced during VEEV infection, and several other genes associated with the interferon response belong to the same cluster: IRF1, IFIT1, IFIT2, ISG15, and ILF3. EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 .",
"EGR1 has been associated with increases in the expression of activating transcription factor 3 ATF3 . , which is a key component of the UPR and which also belongs to cluster 20. This connection represented a potential a Biological process annotations obtained from Reactome for cluster 20. Reactome annotation identifiers are indicated for each annotation.",
"Reactome annotation identifiers are indicated for each annotation. Only traceable author submission TAS -classified annotations are considered. TAP, transporter associated with antigen processing; SRP, signal recognition particle.",
"TAP, transporter associated with antigen processing; SRP, signal recognition particle. b Full set, the total number of genes in the genome with an annotated biological process; subset, total number of differentially expressed genes with an annotated biological process. Network of type I interferon response-and UPR-related genes.",
"Network of type I interferon response-and UPR-related genes. Large circles, differentially expressed genes; small circles, genes with no significant change in expression; red circles, type I interferon response factors; yellow circles, genes regulating DNA transcription; blue circles, unfolded protein response genes; red lines, genes involved in physical protein-protein interactions; blue lines, genes involved in a common pathway. This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed.",
"This network was seeded with k-means clusters 18 and 20, and many ribosomal protein genes were removed. bridge between the UPR pathway and the interferon response pathway, with EGR1 being one of the potential key transcription factors driving this connection. Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL.",
"Consequently, 15 genes from this analysis were selected for further characterization by qRT-PCR see below : ATF3, activating transcription factor 4 ATF4 , CEBPB, CEBPD, DDIT3/CHOP, EGR1, FOS, IFI6, IFIT1, IFIT2, IFIT3, ISG15, ISG20, JUN, and OASL. The expression values of these genes, as measured by RNA-Seq, are shown in Fig. 5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig.",
"5A and B. Confirmatory qRT-PCR analysis indicated concordant gene expression Fig. 5C and D . The interferon response genes induced are in agreement with those detected in previously published studies . , and these genes served as an internal positive control.",
", and these genes served as an internal positive control. Moreover, the link between EGR1 and the interferon pathway has been demonstrated; EGR1 is induced by IFN-␥ in mouse fibroblasts and by IFN-␣, -, and -␥ in human fibroblasts . .",
". EGR1 and the UPR pathway were selected for further analysis, as their role in VEEV infection has not been elucidated. The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection.",
"The RNA-Seq and pathway analysis data indicated that UPR and stress response genes were induced after VEEV infection. During an infection, host cells respond to cellular stresses resulting from increased viral protein translation and secretion by triggering the onset of the UPR pathway. The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding.",
"The UPR pathway is an adaptive cellular response activated by endoplasmic reticulum ER stress due to protein misfolding. In order to regulate cellular homeostasis during protein folding and secretion, the UPR pathway has developed three classes of sensors to ensure proper cellular regulation: inositolrequiring enzyme 1 IRE1 , protein kinase RNA-like ER kinase PERK , and activating transcription factor 6 ATF6 . .",
". During VEEV infection, the PERK arm of the UPR appeared to be altered, as two critical regulators of this pathway were differentially expressed: ATF4 and CHOP DDIT3 . . To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ .",
"To determine if DEGs altered subsequent protein expression, Western blot analysis was performed for CHOP, ATF4, and phosphorylated eIF2␣ p-eIF2␣ . Tunicamycin, a glycosylation inhibitor and inducer of UPR . , was included as a positive control.",
", was included as a positive control. A time course analysis of U87MG cells treated with 1 M tunicamycin indicated that 8 h of treatment provided the most robust induction of UPR proteins data not shown . VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig.",
"VEEV-infected but not mock-infected or UV-inactivated VEEV UV-VEEV -infected cells displayed a dramatic increase in p-eIF2␣ expression and a modest but consistent increase in CHOP and ATF4 expression at 16 hpi Fig. 6A . No change in protein expression was observed at 4 hpi data not shown .",
"6A . No change in protein expression was observed at 4 hpi data not shown . Confocal microscopy confirmed CHOP and ATF4 up- regulation, demonstrating a more robust and nuclear staining pattern in VEEV-infected cells than in mock-infected cells Fig. 6C to E . While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig.",
"While ATF4 protein expression levels increased, ATF4 mRNA abundances decreased following VEEV infection Fig. 5B and D . These results are consistent with the observation that ATF4 expression is regulated at the translational level upon UPR induction . .",
". As eIF2␣ can be phosphorylated by multiple kinases PERK, protein kinase double-stranded RNA dependent PKR , general control nonderepressible-2 GCN2 , and hemeregulated inhibitor HRI . , the PERK inhibitor PERKi GSK2606414 was used to determine if the observed phosphorylation was PERK dependent. Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig.",
"Treatment of VEEV-infected cells with PERKi resulted in a marked decrease in eIF2␣ phosphorylation Fig. 6B . These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event.",
"These results indicate that PERK contributes to eIF2␣ phosphorylation but that there is likely an additional kinase contributing to the phosphorylation event. Collectively, these findings indicate that the PERK arm of the UPR pathway is induced at later time points following VEEV infection. EGR1 is upregulated in infected cells and localizes to the nucleus.",
"EGR1 is upregulated in infected cells and localizes to the nucleus. EGR1 is a transcription factor that can be induced by numerous signals, including oxidative stress, hypoxemia, and growth factors . .",
". It can also be activated upon infection by both DNA and RNA viruses, including Epstein-Barr virus, mouse hepatitis virus, murine coronavirus, and Japanese encephalitis virus . . . . Treatment of MEFs with the UPR activator thapsigargin has been shown to induce EGR1 expression in a PERK-dependent manner . .",
". Given the link between EGR1 and UPR and the robust induction of EGR1 mRNA expression following VEEV infection Fig. 4 and 5 , EGR1 was chosen for further study. EGR1 protein expression after VEEV infection was analyzed by Western blot analysis.",
"EGR1 protein expression after VEEV infection was analyzed by Western blot analysis. As previous studies have indicated that EGR1 can be activated by mouse hepatitis virus independently of virus replication likely due to cellular membrane disruption following entry ., a UV-inactivated virus control UV-VEEV was included. EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig.",
"EGR1 protein levels were increased following VEEV infection compared to those in mock-infected cells and UV-VEEV-infected cells Fig. 7A; compare lanes 3, 6, and 9 . The most dramatic upregulation of EGR1 occurred at 16 hpi; this correlates with the highest levels of VEEV capsid production Fig. 1B .",
"1B . Following induction, EGR1 has been shown to translocate to the nucleus to induce gene expression through binding to the Egr binding sequence EBS GCG G/T GGCG . . Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig.",
"Confocal microcopy revealed high levels of EGR1 in the nuclei of infected cells, whereas only low levels of both nuclear and cytoplasmic EGR1 were detected in mock-infected cells Fig. 7B . PERKi treatment of VEEV-infected cells resulted in a complete loss of EGR1 induction Fig. 7C , indicating that EGR1 was induced in a PERK-dependent fashion.",
"7C , indicating that EGR1 was induced in a PERK-dependent fashion. These results demonstrate that EGR1 protein levels and nuclear localization are increased following VEEV infection and that the induction of EGR1 is dependent on PERK. The loss of EGR1 inhibits VEEV-induced apoptosis but does not alter VEEV replication kinetics. As EGR1 influences cell survival and apoptosis .",
"As EGR1 influences cell survival and apoptosis . , the impact of EGR1 on VEEV-induced cell death was assessed. Caspase 3 cleavage was observed in WT MEFs at 24 hpi when they were infected at an MOI of 0.5 and started as early as 16 hpi when they were infected at an MOI of 5 Fig. 8A .",
"8A . In contrast, EGR1 Ϫ/Ϫ cells showed little to no detectable caspase cleavage following infection with VEEV. Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity.",
"Two sets of experiments were performed to quantitatively confirm these results: CellTiter Glo assays to measure total cell viability ATP production and Caspase 3/7 Glo assays to measure caspase 3/7 activity. Both WT and EGR1 Ϫ/Ϫ MEFs displayed dose-dependent decreases in cell viability following VEEV infection, with EGR1 Ϫ/Ϫ cells having significantly more viable cells at each MOI examined Fig. 8B .",
"8B . Concordantly, a dose-dependent increase in caspase 3/7 activity was observed following VEEV infection, with EGR1 Ϫ/Ϫ cells demonstrating reduced caspase 3 activity at MOIs of 0.5 and 5 Fig. 8C . These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D .",
"These results were replicated in U87MG cells transfected with siRNA targeting EGR1 Fig. 8D . EGR1 has been shown to negatively regulate the transcription of BIRC5 survivin , an inhibitor of apoptosis IAP family member . .",
". RNA-Seq data indicated that BIRC5 gene expression was decreased following VEEV infection: log 2 -transformed fold change values of normalized gene expression were Ϫ1.16, Ϫ1.18, and Ϫ1.50 at 4, 8, and 16 hpi, respectively see Table S1 in the supplemental material and NCBI BioProject accession number PRJNA300864 . WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection.",
"WT and EGR1 Ϫ/Ϫ MEFs were used to determine if EGR1 influenced BIRC5 gene expression following VEEV infection. BIRC5 expression was significantly decreased at 16 hpi in VEEV-infected WT MEFs, but this reduction was not observed in VEEV-infected EGR1 Ϫ/Ϫ MEFs Fig. 8E .",
"8E . Ex-pression of the gene for the X-linked inhibitor of apoptosis XIAP , another IAP family member, was not significantly differentially altered after infection data not shown . Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis.",
"Collectively, these results demonstrate that EGR1 contributes to VEEV-induced apoptosis. VEEV replication kinetics were determined for both EGR1 Ϫ/Ϫ and WT MEFs to determine the relevance of EGR1 in viral replication. Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay.",
"Cells were infected at two different MOIs 0.5 and 5 , and viral supernatants were collected at 4, 8, 16, and 24 hpi and analyzed by plaque assay. The replication kinetics were similar between EGR1 Ϫ/Ϫ and WT MEFs at both MOIs, with titers peaking at 16 hpi Fig. 9A .",
"9A . A lack of EGR1 expression was confirmed by Western blotting Fig. 9B . These results were replicated in U87MG cells transfected with siRNA targeting EGR1. Transfection of siRNA targeting EGR1 resulted in a Ͼ90% decrease in EGR1 protein expression Fig. 9D without any significant effect on viral replication Fig. 9C .",
"9D without any significant effect on viral replication Fig. 9C . These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics.",
"These results suggest that the decrease in apoptosis observed in EGR1 Ϫ/Ϫ MEFs was not due to altered VEEV replication kinetics. Despite being recognized as an emerging threat, relatively little is known about the virulence mechanisms of alphaviruses, largely due to a knowledge gap in the host-pathogen interactome. VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response .",
"VEEV infection often results in fatal encephalitis and is known to inhibit both cellular transcription and translation in order to downregulate the innate immune response . . In contrast, in the CNS VEEV has been shown to upregulate numerous genes in both the inflammatory response and apoptotic pathways . .",
". Specifically, numerous proinflammatory cytokines, including interleu-kin-1 IL-1 , IL-6, IL-12, glycogen synthase kinase 3, inducible nitric oxide synthase, and tumor necrosis factor alpha TNF-␣ , have all been shown to play a role in VEEV pathogenesis . . . . . .",
". . . . . The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes.",
"The use of high-throughput next-generation sequencing technologies, such as RNA-Seq, allows an in-depth and unbiased look into the virus-host transcriptome, thus enabling changes in the expression of specific mRNAs to be connected with phenotypic outcomes. To this end, identification of critical differentially expressed transcripts among clinically relevant infected cells will help lead to a greater understanding of viral pathogenesis and may prove beneficial for the identification of therapeutic targets. In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation.",
"In this study, network analysis/RNA-Seq data and the results of protein expression studies revealed that VEEV infection resulted in activation of the PERK arm of the UPR pathway, including the activation of ATF4, CHOP, and eIF2␣ phosphorylation. Several alphaviruses have previously been reported to hijack key components of the UPR pathway in order to promote viral replication, as the reliance of enveloped viruses on the ER for the synthesis of viral envelope-associated glycoproteins and their transport to the plasma membrane often stresses the ER due to rapid viral protein production . .",
". Modulation of the UPR is not unique to alphaviruses; rather, it is a shared trait of many positive-sense RNA viruses. Dengue virus has been shown to suppress PERK by inhibiting continued eIF2␣ phosphorylation in order to inhibit immediate apoptosis, increasing viral protein translation and extending the length of productive viral replication . .",
". Studies with hepatitis E virus HEV have demonstrated that expression of HEV capsid protein open reading frame 2 ORF2 activates the expression of CHOP and ATF4 . . In HEV, ORF2 was shown to stimulate CHOP through both ER stressors and amino acid response elements AARE through interaction with ATF4 . .",
". The results shown here indicate that during VEEV infection, initiation of the UPR pathway and subsequent activation of EGR1 play a role in the outcome of virus-induced apoptosis. During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay.",
"During the initial detection of ER stress, PERK is able to identify misfolded proteins in the lumen of the ER and phosphorylates eIF2␣ in order to initiate prosurvival pathways in the UPR through the general At 24 hpi caspase 3/7 activity was analyzed using the Caspase 3/7 Glo assay. The fold change values for mock-infected cells were set to a value of 1. **, P Ͻ 0.001.",
"**, P Ͻ 0.001. E EGR1 Ϫ/Ϫ and WT MEFs were mock or VEEV infected MOI, 5 . RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin .",
"RNA was prepared, and gene expression was determined by qRT-PCR using a TaqMan assays for BIRC5 survivin . The data shown are the values of the fold change of normalized gene expression determined by the ⌬⌬C T threshold cycle C T method. *, P Ͻ 0.005 comparison of VEEV-infected WT and EGR1 Ϫ/Ϫ cells . inhibition of protein synthesis .",
"inhibition of protein synthesis . . VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4.",
"VEEV appears to induce the UPR and promote increased eIF2␣ phosphorylation, which results in the translational inhibition of most mRNAs, while UPR selectively increases the translation of ATF4. ATF4 is responsible for the expression of genes that encode proteins involved in apoptosis, redox processes, amino acid metabolism, and ER chaperone recruitment and is a well-known mediator of the PERK pathway and CHOP . .",
". CHOP activation facilitates the increased expression of cellular chaperones in order to counteract the buildup of misfolded proteins . . Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 .",
"Failure to suppress protein misfolding in persistently stressed cells, such as during a viral infection, can then result in activation of the proapoptotic transcription factor CHOP, leading to suppression of the antiapoptotic protein B cell lymphoma-2 Bcl-2 . CHOP can also function as a prosurvival transcription factor by dephosphorylating eIF2␣ through activation of the DNA damage-inducible protein GADD34 in a self-regulating feedback look . .",
". However, the data presented here support a model whereby VEEV infection leads CHOP to function in its proapoptotic role, as no change in GADD34 gene expression was detected by RNA-Seq analysis. While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection.",
"While the UPR was induced following VEEV infection, robust activation was not observed until later time points after infection. This is somewhat surprising, as VEEV infection is expected to induce significant ER stress due to the massive production of viral proteins during the course of an acute robust infection. The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER.",
"The structural proteins of VEEV are translated from the viral subgenomic RNA into polyproteins on the rough ER. The E1 and pE2 precur-sor glycoproteins are then assembled as heterodimers in the ER, undergoing conformational changes requiring numerous chaperones . . It is possible that VEEV has developed mechanisms to subvert the induction of the UPR.",
"It is possible that VEEV has developed mechanisms to subvert the induction of the UPR. In order to counteract the UPR, the nonstructural proteins nsPs of Chikungunya virus CHIKV have been shown to inhibit expression of ATF4 and other known UPR target genes, including GRP78/BiP, GRP94, and CHOP . .",
". Through nsP activity, CHIKV has developed a means of suppressing the UPR activity resulting from viral glycoprotein-induced ER stress, thus preventing immediate autophagy and apoptotic activation. The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production .",
"The VEEV capsid is responsible for interfering with nucleocytoplasmic trafficking and inhibiting rRNA and mRNA transcription and has been implicated in the regulation of type I IFN signaling and the antiviral response through the regulation of both viral RNA and protein production . . Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR.",
"Therefore, we hypothesize that the ability of the VEEV capsid to inhibit cellular transcription and block nucleocytoplasmic trafficking results in delayed induction of the UPR. The results of a detailed network analysis based on existing data in the literature, coupled with the temporal gene expression profiles obtained from this study, point toward EGR1 being an important node in the novel link between VEEV activation of the type I interferon response and UPR. EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP .",
"EGR1 is known to form a DNA binding complex with C/EBPB, a critical dimerization partner of CHOP . . Previous studies have demonstrated that the nuclear localization of CHOP may act as an inducer of EGR1 and that CHOP may act as a transcriptional cofactor for regulation of C/EBPB-EGR1 target genes . .",
". The results of the Western blot and microscopy analysis presented in this study support this model, as VEEV infection was found to increase both the overall levels and the nuclear distribution of CHOP along with those of EGR1. Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts .",
"Previous studies demonstrated EGR1 mRNA induction by IFN-␥ in mouse fibroblasts and by TNF-␣, TNF-, IL-1, IFN-␣, IFN-, and IFN-␥ in human fibroblasts . . EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor.",
"EGR1, also known as Zif268 and NGF1-A, is a zinc finger protein and mammalian transcription factor. It has been implicated in cellular proliferation and differentiation, but it may also have proapoptotic functions, depending on the cell type and stimulus . .",
". Of particular interest, EGR1 directly controls proliferation when activated by the mitogen-activated protein kinase/extracellular signal-regulated kinase pathway in mitogen-stimulated astrocytes . . Virus-induced changes in EGR1 expression have been observed in several in vitro systems.",
". Virus-induced changes in EGR1 expression have been observed in several in vitro systems. In HIV-1-infected astrocytes, EGR1 upregulation was found to be induced by Tat through transactivation of the EGR1 promoter, leading to cellular dysfunction and Tat-induced neurotoxicity . .",
". Increased amounts of EGR1 mRNA have also been demonstrated to act in a region-specific manner, corresponding temporally with viral RNA production in the brain tissues of rats infected with either rabies virus or Borna disease virus . . In summary, the current study demonstrates a potential link between UPR activation and EGR1.",
"In summary, the current study demonstrates a potential link between UPR activation and EGR1. EGR1 Ϫ/Ϫ MEFs demonstrated lower levels of susceptibility to VEEV-induced cell death than wild-type MEFs, indicating that EGR1 modulates proapoptotic pathways following infection. Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death.",
"Studies are under way to determine if alteration of the UPR through small molecule inhibitors or siRNA interference influences VEEV replication and/or cell death. To date the mechanisms underlying VEEV pathogenesis and subsequent neuronal degeneration have been only partially elucidated. Therefore, determining the role of EGR1 and UPR may play a significant role in the development of a novel therapeutic target resulting in decreased neuronal death and the subsequent neuronal sequelae that result from infection."
] | 1,679 | 943 |
What are inovirus-associated vectors? | engineered, non-lytic, filamentous bacteriophages | [
"Inovirus-associated vectors IAVs are engineered, non-lytic, filamentous bacteriophages that are assembled primarily from thousands of copies of the major coat protein gp8 and just five copies of each of the four minor coat proteins gp3, gp6, gp7 and gp9. Inovirus display studies have shown that the architecture of inoviruses makes all coat proteins of the inoviral particle accessible to the outside. This particular feature of IAVs allows foreign antigenic peptides to be displayed on the outer surface of the virion fused to its coat proteins and for more than two decades has been exploited in many applications including antibody or peptide display libraries, drug design, and vaccine development against infectious and non-infectious diseases.",
"This particular feature of IAVs allows foreign antigenic peptides to be displayed on the outer surface of the virion fused to its coat proteins and for more than two decades has been exploited in many applications including antibody or peptide display libraries, drug design, and vaccine development against infectious and non-infectious diseases. As vaccine carriers, IAVs have been shown to elicit both a cellular and humoral response against various pathogens through the display of antibody epitopes on their coat proteins. Despite their high immunogenicity, the goal of developing an effective vaccine against HIV-1 has not yet materialized.",
"Despite their high immunogenicity, the goal of developing an effective vaccine against HIV-1 has not yet materialized. One possible limitation of previous efforts was the use of broadly neutralizing antibodies, which exhibited autoreactivity properties. In the past five years, however, new, more potent broadly neutralizing antibodies that do not exhibit autoreactivity properties have been isolated from HIV-1 infected individuals, suggesting that vaccination strategies aimed at producing such broadly neutralizing antibodies may confer protection against infection.",
"In the past five years, however, new, more potent broadly neutralizing antibodies that do not exhibit autoreactivity properties have been isolated from HIV-1 infected individuals, suggesting that vaccination strategies aimed at producing such broadly neutralizing antibodies may confer protection against infection. The utilization of these new, broadly neutralizing antibodies in combination with the architectural traits of IAVs have driven the current developments in the design of an inovirus-based vaccine against HIV-1. This article reviews the applications of IAVs in vaccine development, with particular emphasis on the design of inoviral-based vaccines against HIV-1.",
"This article reviews the applications of IAVs in vaccine development, with particular emphasis on the design of inoviral-based vaccines against HIV-1. Text: Filamentous bacterial viruses are a group of thread-like viruses containing single-stranded DNA genomes. Collectively, they constitute the genus Inovirus in the family Inoviridae, the terms deriving from the Greek word Ίνα for filament , and they are commonly called filamentous bacteriophages.",
"Collectively, they constitute the genus Inovirus in the family Inoviridae, the terms deriving from the Greek word Ίνα for filament , and they are commonly called filamentous bacteriophages. There are over 50 different known individual species of filamentous viruses; the majority of them capable of infecting Gram-negative bacteria. The complex interaction between filamentous phages and their bacterial hosts is specified by receptor organelles that are usually encoded by transmissible plasmids .",
"The complex interaction between filamentous phages and their bacterial hosts is specified by receptor organelles that are usually encoded by transmissible plasmids . One of the most intriguing features of inoviruses is that they are assembled at the host membrane, where the major capsid protein subunits replace the single-stranded DNA binding protein, and progeny virions are continuously extruded into the medium without killing the infected cell, giving rise to titers of up to 10 13 virions per milliliter of liquid culture . The high virus production is associated only with a mild retardation of the host's growth, which gives rise to the formation of opaque plaques on bacterial lawns.",
"The high virus production is associated only with a mild retardation of the host's growth, which gives rise to the formation of opaque plaques on bacterial lawns. In this sense, filamentous viruses bear a resemblance to symbiotic non-pathogenic animal viruses rather than phages, the term coming from the Greek word φάγος for destroyer. Inovirus virions are flexible and slender cylindrical filaments less than 10 nm in diameter and in the order of 1000 nm in length see details in Figure 1 .",
"Inovirus virions are flexible and slender cylindrical filaments less than 10 nm in diameter and in the order of 1000 nm in length see details in Figure 1 . Each virion has several thousand identical major capsid or coat protein subunits packaging a circular single-stranded DNA molecule. Each virion also has a few specific minor proteins at each end, those at one end proximal end for attachment during infection, and those at the other end distal end for nucleation and initiation of the assembly process at the host's membrane.",
"Each virion also has a few specific minor proteins at each end, those at one end proximal end for attachment during infection, and those at the other end distal end for nucleation and initiation of the assembly process at the host's membrane. The number of species of inovirus isolated and characterized in different parts of the world is rather large . Among E. coli inoviruses, the best-studied and most-exploited is Ff, a group of closely related viruses fd, f1 and M13 for review see that infect male F + strains of E. coli.",
"Among E. coli inoviruses, the best-studied and most-exploited is Ff, a group of closely related viruses fd, f1 and M13 for review see that infect male F + strains of E. coli. All Ff have almost identical DNA and protein sequences, gene organization, and most other structural parameters . Fd, M13 and f1 differ in their genomes at only about 100 positions out of 6408 nucleotides for f1 and fd or 6407 nucleotides for M13.",
"Fd, M13 and f1 differ in their genomes at only about 100 positions out of 6408 nucleotides for f1 and fd or 6407 nucleotides for M13. The genetics and life cycle of three viruses f1, fd and M13 have been studied extensively and we know a great deal about them. The Ff genome contains ten tightly arranged genes and a non-coding intergenic region, which contains the packaging signal , the + and − origins of DNA replication, and the major rho-dependent transcriptional terminator for recent review see .",
"The Ff genome contains ten tightly arranged genes and a non-coding intergenic region, which contains the packaging signal , the + and − origins of DNA replication, and the major rho-dependent transcriptional terminator for recent review see . Five of the ten viral genes encode proteins found in the virion g3, g6, g8, g7 and g9 . Genes 3 and 6 are found on the proximal end of the virion and are essential for infectivity and stabilization, whereas, gene 7 and gene 9 proteins, gp7 and gp9, respectively, are located at the distal end of the virion and are responsible for the initiation assembly .",
"Genes 3 and 6 are found on the proximal end of the virion and are essential for infectivity and stabilization, whereas, gene 7 and gene 9 proteins, gp7 and gp9, respectively, are located at the distal end of the virion and are responsible for the initiation assembly . In the end-to-end model illustrated in Figure 1 , both the proximal gp7 and gp9 and distal gp3 and gp6 minor coat protein subunits maintain the fivefold axial symmetry of the major coat protein gp8 subunits along the virion. The life cycle of Ff filamentous viruses starts with the adsorption of the virus to the tip of the F + specific pilus of E. coli.",
"The life cycle of Ff filamentous viruses starts with the adsorption of the virus to the tip of the F + specific pilus of E. coli. Attachment takes place by means of an adsorption structure composed of five copies of gp3, located at the proximal end of the virion see Figure 1 , mainly through sequential binding of the gp3 N2 domain with the tip of the F pilus and the N1 domain with the periplasmic domain III of TolA for recent review see reference 4 . After adsorption, the virus is drawn to the surface of the cell where the major coat protein gp8 subunits become associated with the inner membrane of the cell and the circular single-stranded DNA cssDNA is released into the cytoplasm.",
"After adsorption, the virus is drawn to the surface of the cell where the major coat protein gp8 subunits become associated with the inner membrane of the cell and the circular single-stranded DNA cssDNA is released into the cytoplasm. Inside the cytoplasm, the cssDNA is converted into a parental double-stranded replicative form RF . Ff inoviruses replicate their genome by a rolling-circle mechanism.",
"Ff inoviruses replicate their genome by a rolling-circle mechanism. Consecutive transcription from the RF DNA, and translation as well an asymmetric single strand DNA synthesis lead to an intracellular pool of viral precursor complexes, which contain viral single-stranded DNA molecules bound with gp5 protein subunits, except a small hairpin loop that serves as the packaging signal for virion assembly . The major coat protein gp8 subunits are synthesized with a signal peptide sequence that facilitates their transport to and insertion into the bacterial membrane, where they are cleaved by signal peptidase.",
"The major coat protein gp8 subunits are synthesized with a signal peptide sequence that facilitates their transport to and insertion into the bacterial membrane, where they are cleaved by signal peptidase. After cleavage, the mature coat protein is left spanning the membrane with its C terminus in the cytoplasm and the N terminus outside the cytoplasm in the periplasm . The assembly of filamentous viruses takes place at the membrane where the gp5 subunits are replaced by gp8 subunits.",
"The assembly of filamentous viruses takes place at the membrane where the gp5 subunits are replaced by gp8 subunits. The first step of the assembly sequence is the binding of the packaging signal, a site of about 30 nucleotides that forms a hairpin loop, with presumably five subunits of each of the minor coat proteins gp7 and gp9 . Virus assembly proceeds as single-stranded DNA passes through the membrane and more mature coat protein gp8 subunits are added until the entire DNA molecule is packaged.",
"Virus assembly proceeds as single-stranded DNA passes through the membrane and more mature coat protein gp8 subunits are added until the entire DNA molecule is packaged. At the distal end of the virion, five copies of each of gp6 and gp3 are added and the complete virion is released into the medium . The assembly of inoviruses on the bacterial inner membrane is a harmonized sequential process that involves a variety of interactions between viral-encoded proteins gp1, gp4 and gp11 and host-encoded proteins, without killing the host bacterium reviewed by .",
"The assembly of inoviruses on the bacterial inner membrane is a harmonized sequential process that involves a variety of interactions between viral-encoded proteins gp1, gp4 and gp11 and host-encoded proteins, without killing the host bacterium reviewed by . The structure of the Ff virus has been extensively studied by a number of laboratories in the last five decades. However, despite all of the efforts, the structure has not been completely determined and some critical questions remain unanswered.",
"However, despite all of the efforts, the structure has not been completely determined and some critical questions remain unanswered. The major difficulty is that these viruses cannot be crystallized. They can be oriented in fibers suitable for X-ray fiber diffraction studies, but these are not crystals.",
"They can be oriented in fibers suitable for X-ray fiber diffraction studies, but these are not crystals. Interpretations of the fiber diffraction patterns together with a number of physicochemical measurements, have shown that the major coat protein gp8 subunits have a five-start helical symmetry 5-fold rotation axis and are referred to as Class I strictly based on the fundamental symmetry of the protein subunits helices as determined by fiber diffraction reviewed by . On the other hand, the structure of the packaged ssDNA molecule in the virion, including its helical symmetry and the interactions with the protein sheath, is one of the least understood aspects.",
"On the other hand, the structure of the packaged ssDNA molecule in the virion, including its helical symmetry and the interactions with the protein sheath, is one of the least understood aspects. The structure of the DNA inside these viruses cannot be determined by conventional X-ray fiber diffraction techniques, partly because of the low DNA content in the virions. Theoretical studies have demonstrated that the single-stranded DNA molecule is uniquely packaged inside the Ff virion by predominant electrostatic interactions .",
"Theoretical studies have demonstrated that the single-stranded DNA molecule is uniquely packaged inside the Ff virion by predominant electrostatic interactions . A 3D scale schematic model of an end-to-end Ff fd inoviral virion. The model is based on published physical data including the determined helical parameters of the major coat protein gp8 and the X-ray structure of the N1-N2 domains of the minor coat protein gp3.",
"The model is based on published physical data including the determined helical parameters of the major coat protein gp8 and the X-ray structure of the N1-N2 domains of the minor coat protein gp3. The model shows the relative location of the circular single-stranded DNA cssDNA genome 6408 nucleotides long, illustrated as blue ribbons , some structural details of the outer virion capsid major coat protein pg8 and the four minor coat proteins gp6, gp3, gp7 and gp9 present at the ends of the virion. On top, a digital scanning transmission electron micrograph STEM of unstained fd virus, prepared by the wet-film technique according to previously established procedures of the Brookhaven STEM facility .",
"On top, a digital scanning transmission electron micrograph STEM of unstained fd virus, prepared by the wet-film technique according to previously established procedures of the Brookhaven STEM facility . The ends of one complete virion are designated by arrows. The data were collected in collaboration with L.A. Day and J. S. Wall at the Brookhaven National Laboratory, Upton New York.",
"The data were collected in collaboration with L.A. Day and J. S. Wall at the Brookhaven National Laboratory, Upton New York. Under these STEM conditions fd virions are about 8800 Å long and about 65 Å in diameter . In the middle, a proposed end-to-end scale 3D diagram of fd virion is presented.",
"In the middle, a proposed end-to-end scale 3D diagram of fd virion is presented. The entire fd virion is composed of about 2700 subunits of gp8 with the exception of its two ends. Architectural details of an axial slab 176 Å long about 1/50 of the virion length consisting entirely of subunits of major coat protein gp8.",
"Architectural details of an axial slab 176 Å long about 1/50 of the virion length consisting entirely of subunits of major coat protein gp8. The structure of the 50-amino-acid-long and extended α-helical gp8, shown below in both surface and ribbon images, is presented in the virion model as a cylindrical stack of 25 gray disks about 70 Å long and 10 Å in diameter. The images of gp8 were derived from coordinates of RCSB PDB database accession number 2cOW using PyMOL .",
"The images of gp8 were derived from coordinates of RCSB PDB database accession number 2cOW using PyMOL . The gp8 subunits are arranged with a helical symmetry that includes a two-fold screw axis and a five-fold rotation axis, consisting of two pentamers of pg8 35 . The two pentamers are architecturally related to each other by a translation of about 16 Å along the virion axis and a rotation of 36° about the axis .",
"The two pentamers are architecturally related to each other by a translation of about 16 Å along the virion axis and a rotation of 36° about the axis . The proximal end of the virion, shown on the left, is composed of five copies of each of the minor coat proteins gp6 and gp3 for a recent review see . The proximal end is modeled based on partial information known about the structures of gp6 and gp3.",
"The proximal end is modeled based on partial information known about the structures of gp6 and gp3. Specifically, the N-terminal portion of gp6 was modeled following the helical parameters of gp8, based on protein sequence homology between the two . Five copies of gp3 subunits were modeled based on structural information of the N1-N2 domains.",
"Five copies of gp3 subunits were modeled based on structural information of the N1-N2 domains. The images of the N1-N2 domains of gp3 are shown below and were derived from coordinates of RCSB PDB database accession number 1g3p using PyMOL. The domain organization of gp3 is also shown.",
"The domain organization of gp3 is also shown. The distal end of the virion right consists of five copies of each minor coat proteins gp7 and gp9, modeled following the helical parameters of gp8 according to a previously published model . The easy genetic manipulation of inoviruses and the possibility of inserting random oligonucleotides into their genome set the foundation for inovirus display phage display technology .",
"The easy genetic manipulation of inoviruses and the possibility of inserting random oligonucleotides into their genome set the foundation for inovirus display phage display technology . Expression of these genetically modified inoviruses results in the presentation of oligopeptides as fusion proteins on the surface of the virion and are herein termed IAVs for inovirus-associated vectors. IAVs can be modified to express an oligopeptide on either all or on some copies of a particular capsid protein.",
"IAVs can be modified to express an oligopeptide on either all or on some copies of a particular capsid protein. One possibility is to insert an oligonucleotide sequence of interest in the viral genome to create a fusion with capsid protein gp3, gp7, gp8 or gp9, so that the oligopeptide is displayed on every copy of the capsid protein. Alternatively, a phagemid vector can be used, which carries an extra copy of a capsid protein to which the oligonucleotide is fused.",
"Alternatively, a phagemid vector can be used, which carries an extra copy of a capsid protein to which the oligonucleotide is fused. Coinfection of bacterial hosts with the phagemid vector and a replication deficient helper phage, that carries the wild type capsid protein, would result in mosaic inovirus particles. That is, they will contain copies of both the wild type coat protein and the recombinant protein that contains the oligopeptide of interest .",
"That is, they will contain copies of both the wild type coat protein and the recombinant protein that contains the oligopeptide of interest . Non-mosaic and mosaic IAVs that display a peptide on gp3 or gp8 have been recently reviewed while IAVs that display a peptide on gp7 or gp9 have been reviewed elsewhere . In contrast to the other four-capsid proteins, gp6 capsid protein has only been utilized for the production of mosaic virions .",
"In contrast to the other four-capsid proteins, gp6 capsid protein has only been utilized for the production of mosaic virions . Figure 2 illustrates the display of an antigen on each of the five capsid proteins of an IAV as indicated in published literature. It also introduces a new terminology to denote the gene to which the oligopeptides are fused to and whether the virion is a mosaic.",
"It also introduces a new terminology to denote the gene to which the oligopeptides are fused to and whether the virion is a mosaic. To display many copies of an oligopeptide on an IAV, the ideal capsid protein to utilize is gp8. The resulting non-mosaic IAV can display a peptide on each of the approximately 2700 copies of gp8 on its capsid surface.",
"The resulting non-mosaic IAV can display a peptide on each of the approximately 2700 copies of gp8 on its capsid surface. The tradeoff, however, is a significant limitation in the size of the peptide: only peptides up to 6 amino acids may be displayed without distorting the assembly of the virus see Figures 2 and 3 . This size restriction of the displayed peptide may be overcome by generating a mosaic IAV that displays the foreign peptide in only a minority of gp8 on the viral surface .",
"This size restriction of the displayed peptide may be overcome by generating a mosaic IAV that displays the foreign peptide in only a minority of gp8 on the viral surface . With regards to the display of peptides on gp3, it is possible through mosaic IAVs to present even a whole protein on the viral surface . Although in such a case the protein is expected to be present in up to five copies per virion, studies show that virions carry none, or just one copy of the protein on their surface .",
"Although in such a case the protein is expected to be present in up to five copies per virion, studies show that virions carry none, or just one copy of the protein on their surface . Random Peptide Libraries RPL is one common application of IAVs, where random oligopeptides are displayed on different clones of an inovirus particle. The vast diversity of an RPL depends on the size of the oligopeptide where the complexity of an RPL increases exponentially as the size of the oligopeptide increases.",
"The vast diversity of an RPL depends on the size of the oligopeptide where the complexity of an RPL increases exponentially as the size of the oligopeptide increases. RPLs can subsequently be used in many applications including the identification of peptide ligands by receptors, the mapping of substrate sites for enzymes, and the creation of antibody peptide libraries. These applications are reviewed elsewhere .",
"These applications are reviewed elsewhere . Inovirus display technology has also been used for epitope mapping and vaccine design purposes. RPLs can be used to characterize the epitope of an antibody of interest through biopanning with a monoclonal antibody of interest, which can result in the isolation of mimotopes; these are oligopeptides that mimic the native antibody epitope.",
"RPLs can be used to characterize the epitope of an antibody of interest through biopanning with a monoclonal antibody of interest, which can result in the isolation of mimotopes; these are oligopeptides that mimic the native antibody epitope. The selected recombinant inoviruses that carry mimotopes can then be isolated in order to determine the DNA and amino acid sequence of the displayed oligopeptides. DNA sequencing of such inserts as well as structure prediction analysis can potentially identify the previously unknown target of an antibody.",
"DNA sequencing of such inserts as well as structure prediction analysis can potentially identify the previously unknown target of an antibody. Besides antibody characterization, inoculation of recombinant inoviruses isolated through this approach can potentially be used as vaccine carriers. For example, if a neutralizing antibody against a pathogen is used to screen an RPL, the selected peptides fused to inoviruses would mimic the original antibody epitope.",
"For example, if a neutralizing antibody against a pathogen is used to screen an RPL, the selected peptides fused to inoviruses would mimic the original antibody epitope. Vaccination of animals with these inoviruses could ultimately induce the production of similar antibodies by the vaccinated individual, offering protection from infection against the pathogen. Inovirus display technology has been successfully applied in the development of vaccines against various pathogens Tables 1 and 2 .",
"Inovirus display technology has been successfully applied in the development of vaccines against various pathogens Tables 1 and 2 . The potential for inovirus display technology to facilitate the mapping of antibody epitopes is of great importance, especially in the case of HIV-1. Epitopes of broadly neutralizing monoclonal anti-HIV-1 antibodies could be rare, vulnerable spots on the surface of a frequently mutating virus such as HIV-1 and therefore, their identification and further study could lead to new drug therapies or vaccine targets.",
"Epitopes of broadly neutralizing monoclonal anti-HIV-1 antibodies could be rare, vulnerable spots on the surface of a frequently mutating virus such as HIV-1 and therefore, their identification and further study could lead to new drug therapies or vaccine targets. This review focuses particularly on the applications of inovirus display technology that utilizes capsid proteins gp3 and gp8, as those have been used in vaccine development. Schematic representations of antigen display on the surface of Ff inovirus-associated vectors IAVs .",
"Schematic representations of antigen display on the surface of Ff inovirus-associated vectors IAVs . Foreign antigens are shown as red spheres. The designation on the left denotes the inoviral gene, which can be genetically modified to express an antigen on the outer architecture of the virion.",
"The designation on the left denotes the inoviral gene, which can be genetically modified to express an antigen on the outer architecture of the virion. IAVs that contain both the wild type and antigen display capsid proteins are designated by \"m\" which indicates that the virion is a mosaic. Each Ff virion contains about 2700 copies of major capsid protein gp8, and five copies of each of the minor capsid proteins, gp3, gp6, gp7 and gp9.",
"Each Ff virion contains about 2700 copies of major capsid protein gp8, and five copies of each of the minor capsid proteins, gp3, gp6, gp7 and gp9. inovirus-associated vector bottom showing the major coat protein gp8 subunits arranged with a combined five-fold rotation axis and an approximate two-fold screw axis . Right, the corresponding surface lattices, identical to those previously published .",
"Right, the corresponding surface lattices, identical to those previously published . The lattice diagrams show the relative position of each gp8 subunit on the outer virion surface. The five gp8 subunits of each of the two interlocking pentamers constituting the helical symmetry of the virion are indicated by blue and green dots respectively.",
"The five gp8 subunits of each of the two interlocking pentamers constituting the helical symmetry of the virion are indicated by blue and green dots respectively. The relative virion surface area about 1400 Å 2 associated with each gp8 subunit is marked in yellow. The virion perimetrical azimuthial distance is calculated based on a virion diameter of about 65 Å.",
"The virion perimetrical azimuthial distance is calculated based on a virion diameter of about 65 Å. The displayed antigens, represented by red spheres, are arranged on the surface of the Ff.g8 inovirus-associated vector according to helical symmetry of the virion outer architecture bottom . IAVs are effective vaccine carriers and, as shown in Tables 1 and 2 , they have been used successfully in numerous vaccine development studies.",
"IAVs are effective vaccine carriers and, as shown in Tables 1 and 2 , they have been used successfully in numerous vaccine development studies. They have been utilized in the development of vaccines against a wide variety of viral, protozoan and worm parasites and also against non-infectious diseases like Alzheimer and various types of cancer. All these attempts can be divided in two main sub-categories.",
"All these attempts can be divided in two main sub-categories. The first sub-category, inovirus display technology was used to screen RPLs with monoclonal antibodies and then to select the immunogenic peptides of interest. The selected peptide was used as a vaccine in its soluble form or in conjugation with carrier proteins 55,66,70,81-84, 86-88,90-92,98 .",
"The selected peptide was used as a vaccine in its soluble form or in conjugation with carrier proteins 55,66,70,81-84, 86-88,90-92,98 . In the second sub-category, similar to the first sub-category, inovirus display technology has been used for epitope mapping and isolation, but in this case, inoviruses were also used as the vaccine carriers for the immunogenic peptides 56, 57, . In contrast to IAVs, soluble peptides have the disadvantage of being less stable than the same peptides fused to inoviral particles.",
"In contrast to IAVs, soluble peptides have the disadvantage of being less stable than the same peptides fused to inoviral particles. Soluble peptides have a flexible 3D structure and thus, do not always retain the 3D structure of the desirable epitope. As a result, soluble peptides, unlike inovirus-bound peptides, are less capable of inducing the production of the desirable antibodies .",
"As a result, soluble peptides, unlike inovirus-bound peptides, are less capable of inducing the production of the desirable antibodies . Additionally, the inoviral vectors displaying peptides are highly immunogenic. Their high immunogenicity is reinforced by the ability of inoviruses to display multiple copies of peptides on their surface.",
"Their high immunogenicity is reinforced by the ability of inoviruses to display multiple copies of peptides on their surface. Additionally, inoviruses are known for their structural simplicity, which allows the immune system to focus selectively on the displayed peptides and not on the viral carrier . Furthermore, since inoviruses can replicate in E. coli cultures, the cost of vaccine production is low.",
"Furthermore, since inoviruses can replicate in E. coli cultures, the cost of vaccine production is low. In summary, IAVs can be used as efficient and cost effective vaccine carriers. A large number of research studies have focused on the application of inovirus-based vaccines against infectious diseases.",
"A large number of research studies have focused on the application of inovirus-based vaccines against infectious diseases. A common approach in many of these efforts was to vaccinate animals with inoviruses and to then challenge them with specific pathogens, in order to assess the level of protection against the pathogens. Three of these studies focused on immunization against viral parasites.",
"Three of these studies focused on immunization against viral parasites. In 1997, Bastien et al. fused a 15-mer linear epitope of Human Respiratory Syncytial Virus RSV glycoprotein G on inovirus gp3 and used the recombinant inovirus to vaccinate mice .",
"fused a 15-mer linear epitope of Human Respiratory Syncytial Virus RSV glycoprotein G on inovirus gp3 and used the recombinant inovirus to vaccinate mice . This resulted in a specific humoral response, with the vaccinated animals having complete protection from challenge with the RSV virus . In 2000, Grabowska et al.",
"In 2000, Grabowska et al. used monoclonal antibodies against Herpes Simplex Virus type 2 HSV-2 glycoprotein G2 to screen 15-mer RPLs . The selected recombinant inoviruses were used to vaccinate mice, resulting in a specific humoral response.",
"The selected recombinant inoviruses were used to vaccinate mice, resulting in a specific humoral response. A high survival rate of vaccinated mice after challenge with a lethal dose of the virus was observed, and the level of protection was proportional to the dose of the inoviral vaccine . Additionally, in 2000, Yu et al.",
"Additionally, in 2000, Yu et al. used monoclonal antibodies against the surface glycoprotein of Neurotropic Murine Coronavirus to screen various RPLs . A selected clone displaying a 13-mer peptide induced a humoral immune response but no cellular response in mice. Even so, after lethal virus challenge, three out of six mice survived. .",
"Even so, after lethal virus challenge, three out of six mice survived. . Besides viral infections, inoviral vaccine research has also been applied for systemic candidiasis, a fungal infection caused by Candida albicans.",
"Besides viral infections, inoviral vaccine research has also been applied for systemic candidiasis, a fungal infection caused by Candida albicans. In two separate studies, a specific six amino acid peptide epitope of the fungal heat shock protein 90 was displayed as a fusion with the inoviral coat protein gp8 . After infection with the parasite, mice immunized with the recombinant inoviruses had fewer colony forming units of Candida albicans in the kidney and a longer lifespan .",
"After infection with the parasite, mice immunized with the recombinant inoviruses had fewer colony forming units of Candida albicans in the kidney and a longer lifespan . The use of inovirus as a vaccine carrier was particularly successful against Taenia solium, a parasitic worm that uses pigs as intermediate hosts and causes neurocysticercosis, a parasitic disease of the central nervous system, in humans . In 2004, Manoutsarian et al.",
"In 2004, Manoutsarian et al. fused four antigenic peptides GK1, KETc1, KETc7, KETc12 to inoviruses and the cocktail of recombinant inoviruses was used to vaccinate pigs; as a result, a specific cellular response was induced. Vaccination of pigs protected them against challenge with the pathogen: 1/3 of pigs were totally protected and 2/3 had reduced number of cysticerci .",
"Vaccination of pigs protected them against challenge with the pathogen: 1/3 of pigs were totally protected and 2/3 had reduced number of cysticerci . Based on these results, large-scale vaccination of 1047 rural pigs in 16 villages of central Mexico was conducted in 2008. The immunization was successful since the vaccine conferred significant protection against the parasite.",
"The immunization was successful since the vaccine conferred significant protection against the parasite. Furthermore, this inovirus-based vaccine was more economical compared with to another vaccine made of synthetic peptides. The study was particularly important, not only due to the large scale vaccination attempt with inoviruses, but also due to its effectiveness in significantly reducing the number of cysticerci in the vaccinated animals .",
"The study was particularly important, not only due to the large scale vaccination attempt with inoviruses, but also due to its effectiveness in significantly reducing the number of cysticerci in the vaccinated animals . Efforts were also made to develop vaccines against the worm Schistosoma japonicum. In 2004, Tang et al.",
"In 2004, Tang et al. screened a 12-mer RPL with polyclonal serum from infected mice . The selected recombinant inoviruses induced a specific humoral response, which conferred partial protection from parasite challenge in the vaccinated mice . Following this study, in 2006, Wang et al.",
"Following this study, in 2006, Wang et al. used the monoclonal antibody SSj14, which targets the parasite to screen a 12-mer RPL . The recombinant inoviruses induced both humoral and cellular responses that significantly protected the vaccinated mice against the worm infection . Additionally, in 2006, Wu et al.",
"Additionally, in 2006, Wu et al. used polyclonal serum from infected rabbits to screen a 12-mer RPL . A humoral response was induced in the vaccinated mice, which conferred partial protection from the parasite .",
"A humoral response was induced in the vaccinated mice, which conferred partial protection from the parasite . In 2008, Villa-Mancera et al., produced a vaccine against Fasciola hepatica, by screening a previously constructed 12-mer inovirus RLP with an anti-cathepsin L monoclonal antibody . Although immunization of sheep with the selected recombinant inoviruses induced a weak, specific humoral response after challenge with the parasite, the vaccinated animals had a remarkable reduction in worm burden compared to controls .",
"Although immunization of sheep with the selected recombinant inoviruses induced a weak, specific humoral response after challenge with the parasite, the vaccinated animals had a remarkable reduction in worm burden compared to controls . An inovirus-based vaccine has been constructed against the parasitic worm Trichinella spiralis. In this case, Gu et al.",
"In this case, Gu et al. used a monoclonal antibody against rTs87 antigen to screen a 12-mer RPL . As a result, a humoral response was induced and the vaccinated mice gained partial protection after challenge against the parasite .",
"As a result, a humoral response was induced and the vaccinated mice gained partial protection after challenge against the parasite . In summary, the results of the above studies show that the construction of an efficient inovirus-based vaccine that confers protection to the vaccinated animals against the infectious pathogen is achievable through the induction of humoral or cellular immune response or both. As previously mentioned, inovirus display technology has also been used for the design of vaccines against non-infectious diseases and in some cases, the capability of the vaccine to limit the progression of the disease was evaluated.",
"As previously mentioned, inovirus display technology has also been used for the design of vaccines against non-infectious diseases and in some cases, the capability of the vaccine to limit the progression of the disease was evaluated. In 2005, Fang et al. displayed an epitope of the Melanoma Antigen A1 MAGE A1 in the surface of inovirus fused on gp8 .",
"displayed an epitope of the Melanoma Antigen A1 MAGE A1 in the surface of inovirus fused on gp8 . This resulted in an induction of cellular immune response against the melanoma tumor and in the significant inhibition of tumor growth in the vaccinated mice. In addition, there was an important increase in the survival rate of vaccinated animals .",
"In addition, there was an important increase in the survival rate of vaccinated animals . Similar results were obtained in 2002 by Wu et al. in an effort to design a vaccine against murine mastocytoma P815 . An epitope of the P1A tumor antigen was fused to the inoviral surface and the vaccinated mice gained significant protection against tumor growth.",
"An epitope of the P1A tumor antigen was fused to the inoviral surface and the vaccinated mice gained significant protection against tumor growth. Moreover, there was a significant increase in survival rate due to an anti-tumor cellular response that was induced . Some important efforts have also been made for the design of an inovirus-based vaccine against Alzheimer's disease.",
"Some important efforts have also been made for the design of an inovirus-based vaccine against Alzheimer's disease. The main target of these vaccines was the induction of antibodies against β-amyloid plaques. In these studies, the antigenic epitope that was displayed in the inoviral surface was the epitope EGFR, which consists of the four amino acids E, G, F and R and it is part of the β-amyloid peptide.",
"In these studies, the antigenic epitope that was displayed in the inoviral surface was the epitope EGFR, which consists of the four amino acids E, G, F and R and it is part of the β-amyloid peptide. In mice immunized with recombinant inoviruses, the researchers observed a reduction in β-amyloid plaque burden and a specific humoral response . Collectively, these studies show that it is possible to protect vaccinated animals against disease progression, thus alluding to the promising use of such vaccines against non-infectious diseases in humans.",
"Collectively, these studies show that it is possible to protect vaccinated animals against disease progression, thus alluding to the promising use of such vaccines against non-infectious diseases in humans. In summary, the utilization of inoviral vectors for vaccine development against infectious and non-infectious non-HIV-1 diseases has produced significant and promising results. First, in the majority of cases, the vaccine was successful since it induced specific humoral or cellular response, or both.",
"First, in the majority of cases, the vaccine was successful since it induced specific humoral or cellular response, or both. Furthermore, in many cases, there was an attempt to evaluate the efficacy of the vaccine after challenge against the pathogen in vaccinated animals. In all cases, the vaccine could provide partial, significant or even complete protection against the pathogen.",
"In all cases, the vaccine could provide partial, significant or even complete protection against the pathogen. This established the effectiveness of the use of inoviruses as vaccine vectors. Our knowledge of HIV-1 neutralization epitopes initiated from the isolation of several neutralizing monoclonal antibodies 2F5, 4E10, b12 and 2G12 that were described between 1993 and 1994 .",
"Our knowledge of HIV-1 neutralization epitopes initiated from the isolation of several neutralizing monoclonal antibodies 2F5, 4E10, b12 and 2G12 that were described between 1993 and 1994 . Thus far, neutralizing monoclonal antibodies have been found to target four major epitopes on the HIV-1 envelope gp41 and gp120 glycoproteins . These monoclonal antibodies target the MPER epitope of gp41 monoclonal antibodies 2F5, 4E10, M66.6, CAP206-CH12 and 10e8 ; the V1V2-glycan of gp120 PG9, PG16, CH01-04 and PGT 141-145 ; the glycan dependent site of the gp120 V3 loop PGT121-123, PGT125-131 and PGT135-137 ; and the CD4-binding site b12, HJ16, CH103-106, VRC01-03, VRC-PG04, VRC-PG04b, VRC-CH30-34, 3BNC117, 3BNC60, NIH45-46, 12A12, 12A21, 8ANC131, 8ANC134, INC9 and IB2530 102, 114, .",
"These monoclonal antibodies target the MPER epitope of gp41 monoclonal antibodies 2F5, 4E10, M66.6, CAP206-CH12 and 10e8 ; the V1V2-glycan of gp120 PG9, PG16, CH01-04 and PGT 141-145 ; the glycan dependent site of the gp120 V3 loop PGT121-123, PGT125-131 and PGT135-137 ; and the CD4-binding site b12, HJ16, CH103-106, VRC01-03, VRC-PG04, VRC-PG04b, VRC-CH30-34, 3BNC117, 3BNC60, NIH45-46, 12A12, 12A21, 8ANC131, 8ANC134, INC9 and IB2530 102, 114, . Monoclonal antibody 2G12 targets the surface glycans on the outer domain of gp120 that is distinct from the four major epitope target sites described above . The inovirus display technology has also been applied in vaccination strategies against HIV-1 .",
"The inovirus display technology has also been applied in vaccination strategies against HIV-1 . However, unlike the successful development of vaccines against non-HIV-1 parasites, these efforts failed. In all published studies see Table 1 , the HIV-1 inovirus-display vaccines were made utilizing the broadly neutralizing antibodies 2F5, 2G12 and b12 .",
"In all published studies see Table 1 , the HIV-1 inovirus-display vaccines were made utilizing the broadly neutralizing antibodies 2F5, 2G12 and b12 . The first study for the construction of a vaccine against HIV-1 using inovirus display technology was performed in 1993 by Keller et al., using the 447-52D monoclonal antibody to screen a 15-mer RPL . Vaccination of selected recombinant inoviruses in rabbits resulted in the induction of type-specific neutralizing antibodies .",
"Vaccination of selected recombinant inoviruses in rabbits resulted in the induction of type-specific neutralizing antibodies . A few years later, in 2001, Zwick et al. used b12 monoclonal antibody to screen a variety of linear and constrained RPLs .",
"used b12 monoclonal antibody to screen a variety of linear and constrained RPLs . However, the vaccination in mice and rabbits with the selected recombinant inoviruses did not result in the production of b12-like antibodies at detectable levels . The same antibody was used in 2005 by Dorgham et al.",
"The same antibody was used in 2005 by Dorgham et al. , in order to screen a 15-mer RPL, and the selected mimotopes were fused to the capsid of inoviruses which were then used to vaccinate mice . The induced antibodies could bind gp160 but they did not have neutralizing potency .",
"The induced antibodies could bind gp160 but they did not have neutralizing potency . In another study in 2007, Wilkinson et al. screened a 9-mer and a constrained 10-mer library with antibody 5145A .",
"screened a 9-mer and a constrained 10-mer library with antibody 5145A . This was the only case in which the selected mimotopes were fused in to small heat shock protein HSP of the archeaon Methanococcus jannaschii as a carrier protein. Following vaccination of HSP-mimotopes in rabbits, anti-gp120 antibodies without neutralizing potency were produced .",
"Following vaccination of HSP-mimotopes in rabbits, anti-gp120 antibodies without neutralizing potency were produced . The 2G12 antibody was used for the first time in 2008 by Menendez et al. for the screening of a variety of linear and constrained RPLs . Nevertheless, vaccination of selected inoviruses in rabbits induced the production of antibodies that could not bind to gp120 .",
"Nevertheless, vaccination of selected inoviruses in rabbits induced the production of antibodies that could not bind to gp120 . More recently, in 2011, Rodriguez et al. used the 2F5 antibody to screen a 12-mer and a constrained 7-mer RPL . Vaccination in mice and rabbits led to the production of non-neutralizing antibodies .",
"Vaccination in mice and rabbits led to the production of non-neutralizing antibodies . In most of these studies, the use of inoviral vectors resulted in the induction of a specific humoral response. However, the sera of the vaccinated animals did not have broadly neutralizing ability.",
"However, the sera of the vaccinated animals did not have broadly neutralizing ability. Besides monoclonal antibodies, polyclonal sera from HIV-1-infected patients were also used for the screening RPLs Table 1 51, 53, 63 . This approach carries a degree of uncertainty, since it is based on the premise that the polyclonal sera will contain at least one broadly neutralizing monoclonal anti-HIV-1 antibody, meaning that a new neutralizing epitope against it can be isolated from the RPL.",
"This approach carries a degree of uncertainty, since it is based on the premise that the polyclonal sera will contain at least one broadly neutralizing monoclonal anti-HIV-1 antibody, meaning that a new neutralizing epitope against it can be isolated from the RPL. It is suggested that long-term non-progressors HIV-1-infected patients who remain asymptomatic for a long time are more likely to produce neutralizing antibodies in comparison to AIDS patients, and it is suggested that these neutralizing antibodies in the serum of long-term non-progressors may contribute to the control of viral load . However, this hypothesis has been questioned .",
"However, this hypothesis has been questioned . Polyclonal serum for the screening of RPLs was used for the first time in 1999 by Scala et al., who screened both linear and constrained 9-mer RPLs . After that, vaccination of selected inoviruses in mice led to the production of neutralizing antibodies.",
"After that, vaccination of selected inoviruses in mice led to the production of neutralizing antibodies. A few years later, in 2007, Rodriguez et al. used polyclonal serum to screen a 7-mer, a 12-mer and a constrained 7-mer RPL .",
"used polyclonal serum to screen a 7-mer, a 12-mer and a constrained 7-mer RPL . Vaccination in mice induced the production of antibodies that could bind to gp41, but no information was provided about their neutralization potency . Additionally, in 2007, Humbert et al.",
"Additionally, in 2007, Humbert et al. used polyclonal serum to screen a 7-mer, a 12-mer and a constrained 7-mer RPL . Vaccination of selected recombinant inoviruses in mice induced the production of neutralizing antibodies .",
"Vaccination of selected recombinant inoviruses in mice induced the production of neutralizing antibodies . The screening of the same RPLs using polyclonal serum from a monkey infected with a Simian-Human Immunodeficiency Virus SHIV was performed by the same group. In this study, vaccination in mice was performed using the prime-boost strategy: DNA vaccine as prime encoding gp160 and a cocktail of recombinant inoviruses as boost.",
"In this study, vaccination in mice was performed using the prime-boost strategy: DNA vaccine as prime encoding gp160 and a cocktail of recombinant inoviruses as boost. The result was the induction of neutralizing antibodies . In 2013, Gazarian et al. screened a linear 12-mer and constrained 7-mer RPLs using sera from HIV-infected individuals .",
"screened a linear 12-mer and constrained 7-mer RPLs using sera from HIV-infected individuals . Vaccination in rabbits resulted in the production of antibodies that bind gp160 . In 2001, non-human primates were used by Chen et al., as an animal model for vaccination with recombinant inoviruses .",
"In 2001, non-human primates were used by Chen et al., as an animal model for vaccination with recombinant inoviruses . This group performed screening of a 9-mer and a constrained 9-mer RPL with polyclonal serum isolated from an infected donor. After that, the vaccination of selected inoviruses was performed in rhesus macaques.",
"After that, the vaccination of selected inoviruses was performed in rhesus macaques. As a result, sera from the vaccinated macaques exhibited neutralizing activity. Furthermore, the vaccinated macaques were not protected from infection, but four out of five animals were able to control the viral load after challenge against the pathogenic SHIV89.6PD virus.",
"Furthermore, the vaccinated macaques were not protected from infection, but four out of five animals were able to control the viral load after challenge against the pathogenic SHIV89.6PD virus. This was a very important result, which underlines the potential of the method. Additionally, no specific CTL response was detected, implying that the control of viral load was an exclusive result of humoral response .",
"Additionally, no specific CTL response was detected, implying that the control of viral load was an exclusive result of humoral response . Since the first attempt to induce the production of anti-HIV-1 neutralizing antibodies using inovirus-based vaccines, all efforts to date have not led to the production of broadly neutralizing antibodies in vaccinated animals. This failure could be to a certain extent explained by the usage of the \"old generation\" monoclonal antibodies 2F5, 2G12 and b12 which were shown to demonstrate autoreactivity properties in vitro studies .",
"This failure could be to a certain extent explained by the usage of the \"old generation\" monoclonal antibodies 2F5, 2G12 and b12 which were shown to demonstrate autoreactivity properties in vitro studies . In 2010, Verkoczy et al. demonstarted in an in vivo study that Pre-B cells expressing 2F5-like antibodies were unable to maturate in mice, suggesting a triggering of immunological tolerance due to the autoreactive properties of the 2F5-like antibody .",
"demonstarted in an in vivo study that Pre-B cells expressing 2F5-like antibodies were unable to maturate in mice, suggesting a triggering of immunological tolerance due to the autoreactive properties of the 2F5-like antibody . Collectively, these studies implied that the screening RPLs using 2F5, 2G12 and b12 could result in inoviral-based vaccines that could trigger immunological tolerance in vaccinated animals. It is important to note, however, that the lack of autoreactivity properties for several of the \"next generation\" broadly neutralizing antibodies 10e8, PG9, PG16, VRC01-03, VRC-PG04, VRC-PG04b, and VRC-CH30-34 could solve the autoreactivity problems encountered by 2F5, 2G12, and b12.",
"It is important to note, however, that the lack of autoreactivity properties for several of the \"next generation\" broadly neutralizing antibodies 10e8, PG9, PG16, VRC01-03, VRC-PG04, VRC-PG04b, and VRC-CH30-34 could solve the autoreactivity problems encountered by 2F5, 2G12, and b12. Despite the fact that the recent isolation of new broadly neutralizing antibodies against HIV-1 has focused the attention of HIV-1 vaccine development on the induction of a humoral anti-HIV-1 response, recent results underline the importance of a cellular anti-HIV-1 response as well . The experimental results concerning inovirus-based vaccines in non-HIV-1 diseases prove that inoviruses can also induce a strong specific cellular response Tables 1 and 2 ; this property makes them great candidates as vectors for HIV-1 vaccine design.",
"The experimental results concerning inovirus-based vaccines in non-HIV-1 diseases prove that inoviruses can also induce a strong specific cellular response Tables 1 and 2 ; this property makes them great candidates as vectors for HIV-1 vaccine design. The ability of inoviruses to induce a cellular immune response was first demonstrated in 2000 by DeBerardinis et al. .",
". In this work, recombinant inoviruses carrying the RT2 epitope and the pep23 epitope of HIV-1 reverse transcriptase in gp8 could induce specific cellular responses in human cell lines in vitro and in mice in vivo against the RT2 peptide. It is interesting that without the pep23 epitope, the cellular response was undetectable.",
"It is interesting that without the pep23 epitope, the cellular response was undetectable. This indicates that the pep23 is a CTL epitope that is necessary for cellular response, possibly because it enables internalization of the recombinant inovirus into the APCs . Therefore, a question arises of whether an epitope fused to the surface of the inovirus can induce a cellular or a humoral response or both.",
"Therefore, a question arises of whether an epitope fused to the surface of the inovirus can induce a cellular or a humoral response or both. It is suggested that the type of immune response caused by an epitope fused on the surface of the inovirus is dependent on the length and sequence of the peptide . In 2003, Gaubin et al.",
"In 2003, Gaubin et al. demonstrated that FITC-labeled fd virions can be internalized in human EBV-B cell lines and the fd virions are successively degraded and targeted both to MHC class I and class II antigen-processing pathways . This was confirmed after endocellular localization of the labeled virions with confocal microscopy.",
"This was confirmed after endocellular localization of the labeled virions with confocal microscopy. This experiment showed that the inoviruses could be internalized in APCs even without carrying a CTL epitope, but in very low rate. For in vivo experiments however, it is possible that the requirement of a CTL epitope is critical for the induction of a cellular response .",
"For in vivo experiments however, it is possible that the requirement of a CTL epitope is critical for the induction of a cellular response . In 2011, Sartorius et al. showed that a hybrid fd virion with the anti-DEC-205 scFv antibody fragment fused on gp3 and the OVA257-264 antigenic epitope fused on gp8 can be internalized in human dendritic cells through a specific interaction between the anti-DEC205 scFv and the DEC-205 receptor .",
"showed that a hybrid fd virion with the anti-DEC-205 scFv antibody fragment fused on gp3 and the OVA257-264 antigenic epitope fused on gp8 can be internalized in human dendritic cells through a specific interaction between the anti-DEC205 scFv and the DEC-205 receptor . In addition, inoculation of mice with the hybrid virions induced a specific cellular response against the OVA257-264 epitope . This important characteristic of inoviral vectors to induce a cellular response was reported in only two studies aimed at developing a HIV-1 inoviral vaccine, possibly due to the complexity of detecting a cellular response and also because it is a labor intensive and time-consuming process.",
"This important characteristic of inoviral vectors to induce a cellular response was reported in only two studies aimed at developing a HIV-1 inoviral vaccine, possibly due to the complexity of detecting a cellular response and also because it is a labor intensive and time-consuming process. In 2001, Chen et al. attempted to detect a cellular response, but such a response was not induced in that experiment .",
"attempted to detect a cellular response, but such a response was not induced in that experiment . A more recent research study related to HIV-1, which clearly demonstrates the ability of inoviruses to induce strong cellular response, was performed in 2009 by Pedroza-Roldan et al. .",
". In this effort, an immunodominant CTL epitope of the V3 loop of gp120 residues 311-320 was expressed as fusion to gp8 of an M13 inovirus. A random peptide library was created by inserting mutations in certain positions of this epitope.",
"A random peptide library was created by inserting mutations in certain positions of this epitope. A cocktail of inoviruses carrying the V3 loop epitope or variations of this epitope were used for the vaccination of mice and, as a result, a CTL response was induced. The most important result of this study was that the immunization induced long-lasting memory T-cell responses, which were detected seven months after a single immunization .",
"The most important result of this study was that the immunization induced long-lasting memory T-cell responses, which were detected seven months after a single immunization . The same vaccination also induced a strong humoral response, since the sera of vaccinated mice could neutralize five out of ten pseudoviruses from a panel . All the above experiments clearly show that the inoviruses are capable of inducing a specific cellular immune response: the ability of the inoviral vectors to induce both arms of adaptive immunity is unique and it could prove to be valuable in the development of a successful HIV-1 vaccine.",
"All the above experiments clearly show that the inoviruses are capable of inducing a specific cellular immune response: the ability of the inoviral vectors to induce both arms of adaptive immunity is unique and it could prove to be valuable in the development of a successful HIV-1 vaccine. In the general field of HIV-1 vaccine design, all studies for the production of anti-HIV-1 broadly neutralizing antibodies through vaccination with either soluble peptides or viral vectors have been unsuccessful. For this reason, some efforts have been directed to the induction of cellular immune response .",
"For this reason, some efforts have been directed to the induction of cellular immune response . In recent years, in HIV-1 vaccine phase I and phase II clinical trials, adenoviral vectors have been used in order induce a cellular immune response in HIV-1 vaccinated individuals . However, there are concerns about the safety of these viruses.",
"However, there are concerns about the safety of these viruses. In 2007, the large-scale phase IIB Merck trial was abruptly terminated because there was evidence that the individuals vaccinated with adenovirus rAd5 vector expressing gag, pol and nef became more vulnerable to HIV-1 infection in comparison to controls. It was suggested that the group with the increased risk of being infected with HIV-1 consisted of individuals who were Ad5 seropositive .",
"It was suggested that the group with the increased risk of being infected with HIV-1 consisted of individuals who were Ad5 seropositive . Other eukaryotic viruses that infect other species and do not replicate in human cells were also tested as candidates HIV vaccine carriers and in theory are safer. For example, the canarypox vector was used in the RV144 phase III clinical trial, the only clinical trial that had positive results to date, offering partial protection 31% to vaccinated individuals in comparison with control .",
"For example, the canarypox vector was used in the RV144 phase III clinical trial, the only clinical trial that had positive results to date, offering partial protection 31% to vaccinated individuals in comparison with control . Apart from safety reasons, the use of adenovirus-based vectors has not been protective. The recent HVTV 505 phase IIB trial that used adenovirus rAd5 as a boost and DNA as prime for vaccination of 2504 human volunteers was abandoned as futile .",
"The recent HVTV 505 phase IIB trial that used adenovirus rAd5 as a boost and DNA as prime for vaccination of 2504 human volunteers was abandoned as futile . Recently, a rhesus macaque cytomegalovirus RhCMV vector successfully induced a persisting CTL response in rhesus macaques that strongly protected the vaccinated animals from challenge against the pathogenic SIVmac239 strain. Importantly, this study, 50% of the vaccinated animals reduced the viral load to undetectable levels .",
"Importantly, this study, 50% of the vaccinated animals reduced the viral load to undetectable levels . However, the design of a human version of this CMV vector could impose safety risks, since the human CMV is a persistent and pathogenic human virus . Therefore, various types of eukaryotic viral vectors are currently under investigation.",
"Therefore, various types of eukaryotic viral vectors are currently under investigation. These are reviewed elsewhere . However, the use of a eukaryotic virus is accompanied by serious safety concerns. As an alternative, the use of prokaryotic viruses such as inoviruses, may be utilized which have a decisively lower safety risk to humans.",
"As an alternative, the use of prokaryotic viruses such as inoviruses, may be utilized which have a decisively lower safety risk to humans. Even if inoviruses could infect a eukaryotic cell, the assembly of the new prokaryotic virions cannot take place without the specific conditions that exist in the inter-membrane area of the E. coli and without the presence of the specific E. coli enzyme leader peptidase that does not exist in human cells . Furthermore, there was a phase I case study in 2006 where fd inoviruses were intravenously infused in humans for purposes unrelated to vaccination , causing no side effects or even allergic reactions in any of the eight volunteers.",
"Furthermore, there was a phase I case study in 2006 where fd inoviruses were intravenously infused in humans for purposes unrelated to vaccination , causing no side effects or even allergic reactions in any of the eight volunteers. To our knowledge, this is the only case where inoviruses were infused in humans . Therefore, in contrast to other viral vectors, the use of inoviruses does not impose a major safety risk to humans.",
"Therefore, in contrast to other viral vectors, the use of inoviruses does not impose a major safety risk to humans. This characteristic of inoviral vectors along with their capability to trigger both cellular and humoral immune responses makes them an attractive option as vaccine vectors. During the last two decades, inoviral vectors have been used in the development of vaccines against various infectious parasites and against non-infectious diseases like cancer and Alzheimer's with promising results.",
"During the last two decades, inoviral vectors have been used in the development of vaccines against various infectious parasites and against non-infectious diseases like cancer and Alzheimer's with promising results. While the applications of inovirus display technology in vaccine design against non-HIV-1 diseases have been mostly successful, the design of a HIV-1 vaccine development has so far been disappointing. A major obstacle has been the use of neutralizing monoclonal antibodies plagued with autoreactivity properties.",
"A major obstacle has been the use of neutralizing monoclonal antibodies plagued with autoreactivity properties. Screening of RPLs with these antibodies resulted in the isolation of peptides that, as vaccine antigens, were unsuccessful in inducing a specific humoral response that would produce neutralizing antibodies. The recent isolation of antibodies such as VRC01 and 10E8 with more neutralizing breadth and potency without autoreactivity properties than the previously utilized antibodies may overcome this obstacle .",
"The recent isolation of antibodies such as VRC01 and 10E8 with more neutralizing breadth and potency without autoreactivity properties than the previously utilized antibodies may overcome this obstacle . Particularly, the induction of VRC01-like and 10E8-like antibodies could be a feasible target, since these antibodies also seem to be produced from a significant percentage of the HIV-1-infected population . While humoral responses have been well documented, cellular responses have not been assessed in most studies for the design of a HIV-1 vaccine using inoviruses.",
"While humoral responses have been well documented, cellular responses have not been assessed in most studies for the design of a HIV-1 vaccine using inoviruses. The only study in which a cellular anti-HIV-1 response was detected also reported a successful induction of a long-lasting memory CTL response seven months after a single vaccination in mice with inoviral particles , demonstrating that the induction of cellular immunity against HIV-1 using inoviruses is feasible. IAVs are advantageous in that they can induce both arms of adaptive immunity.",
"IAVs are advantageous in that they can induce both arms of adaptive immunity. This finding could therefore be of importance in future efforts for the design of a HIV-1 vaccine. Moreover, IAVs have unique characteristics compared to other viral vectors: they are stable, they can display a peptide in multiple from few to thousands copies on their surface and such constructs are very immunogenic without the use of an adjuvant.",
"Moreover, IAVs have unique characteristics compared to other viral vectors: they are stable, they can display a peptide in multiple from few to thousands copies on their surface and such constructs are very immunogenic without the use of an adjuvant. In addition, IAVs allow the immune system to focus on a specific epitope of interest instead of the whole protein, which is of great importance, since an important aspect for successful HIV-1 vaccine design is to focus on the induction of neutralizing antibodies against the specific neutralizing epitopes while at the same time avoiding the induction of ineffective antibodies against the numerous non-neutralizing epitopes of the HIV-1 glycoproteins, which act as decoys for the immune system. Ideally, an effective HIV-1 vaccine should be able to stimulate both humoral and cellular immune responses.",
"Ideally, an effective HIV-1 vaccine should be able to stimulate both humoral and cellular immune responses. Recently, adenoviral vectors were tested in clinical trials as HIV-1 vaccine carriers in order to induce cellular immunity, but they were shown to impose serious health risks for humans. On the other hand, IAVs are able to induce cellular immunity and at the same time they have been demonstrated to be safe for administration in animals and humans.",
"On the other hand, IAVs are able to induce cellular immunity and at the same time they have been demonstrated to be safe for administration in animals and humans. These characteristics of IAVs, conferred by their structural and biological properties, make them effective antigen display vectors that can induce strong and specific humoral and cellular immune responses against the displayed antigen. These properties of IAVs along with newly discovered broadly neutralizing anti-HIV-1 antibodies, pave the way for the development of an effective HIV-1 vaccine."
] | 1,730 | 325 |
How can random peptide libraries be used in applications? | the identification of peptide ligands by receptors, the mapping of substrate sites for enzymes, and the creation of antibody peptide libraries | [
"Inovirus-associated vectors IAVs are engineered, non-lytic, filamentous bacteriophages that are assembled primarily from thousands of copies of the major coat protein gp8 and just five copies of each of the four minor coat proteins gp3, gp6, gp7 and gp9. Inovirus display studies have shown that the architecture of inoviruses makes all coat proteins of the inoviral particle accessible to the outside. This particular feature of IAVs allows foreign antigenic peptides to be displayed on the outer surface of the virion fused to its coat proteins and for more than two decades has been exploited in many applications including antibody or peptide display libraries, drug design, and vaccine development against infectious and non-infectious diseases.",
"This particular feature of IAVs allows foreign antigenic peptides to be displayed on the outer surface of the virion fused to its coat proteins and for more than two decades has been exploited in many applications including antibody or peptide display libraries, drug design, and vaccine development against infectious and non-infectious diseases. As vaccine carriers, IAVs have been shown to elicit both a cellular and humoral response against various pathogens through the display of antibody epitopes on their coat proteins. Despite their high immunogenicity, the goal of developing an effective vaccine against HIV-1 has not yet materialized.",
"Despite their high immunogenicity, the goal of developing an effective vaccine against HIV-1 has not yet materialized. One possible limitation of previous efforts was the use of broadly neutralizing antibodies, which exhibited autoreactivity properties. In the past five years, however, new, more potent broadly neutralizing antibodies that do not exhibit autoreactivity properties have been isolated from HIV-1 infected individuals, suggesting that vaccination strategies aimed at producing such broadly neutralizing antibodies may confer protection against infection.",
"In the past five years, however, new, more potent broadly neutralizing antibodies that do not exhibit autoreactivity properties have been isolated from HIV-1 infected individuals, suggesting that vaccination strategies aimed at producing such broadly neutralizing antibodies may confer protection against infection. The utilization of these new, broadly neutralizing antibodies in combination with the architectural traits of IAVs have driven the current developments in the design of an inovirus-based vaccine against HIV-1. This article reviews the applications of IAVs in vaccine development, with particular emphasis on the design of inoviral-based vaccines against HIV-1.",
"This article reviews the applications of IAVs in vaccine development, with particular emphasis on the design of inoviral-based vaccines against HIV-1. Text: Filamentous bacterial viruses are a group of thread-like viruses containing single-stranded DNA genomes. Collectively, they constitute the genus Inovirus in the family Inoviridae, the terms deriving from the Greek word Ίνα for filament , and they are commonly called filamentous bacteriophages.",
"Collectively, they constitute the genus Inovirus in the family Inoviridae, the terms deriving from the Greek word Ίνα for filament , and they are commonly called filamentous bacteriophages. There are over 50 different known individual species of filamentous viruses; the majority of them capable of infecting Gram-negative bacteria. The complex interaction between filamentous phages and their bacterial hosts is specified by receptor organelles that are usually encoded by transmissible plasmids .",
"The complex interaction between filamentous phages and their bacterial hosts is specified by receptor organelles that are usually encoded by transmissible plasmids . One of the most intriguing features of inoviruses is that they are assembled at the host membrane, where the major capsid protein subunits replace the single-stranded DNA binding protein, and progeny virions are continuously extruded into the medium without killing the infected cell, giving rise to titers of up to 10 13 virions per milliliter of liquid culture . The high virus production is associated only with a mild retardation of the host's growth, which gives rise to the formation of opaque plaques on bacterial lawns.",
"The high virus production is associated only with a mild retardation of the host's growth, which gives rise to the formation of opaque plaques on bacterial lawns. In this sense, filamentous viruses bear a resemblance to symbiotic non-pathogenic animal viruses rather than phages, the term coming from the Greek word φάγος for destroyer. Inovirus virions are flexible and slender cylindrical filaments less than 10 nm in diameter and in the order of 1000 nm in length see details in Figure 1 .",
"Inovirus virions are flexible and slender cylindrical filaments less than 10 nm in diameter and in the order of 1000 nm in length see details in Figure 1 . Each virion has several thousand identical major capsid or coat protein subunits packaging a circular single-stranded DNA molecule. Each virion also has a few specific minor proteins at each end, those at one end proximal end for attachment during infection, and those at the other end distal end for nucleation and initiation of the assembly process at the host's membrane.",
"Each virion also has a few specific minor proteins at each end, those at one end proximal end for attachment during infection, and those at the other end distal end for nucleation and initiation of the assembly process at the host's membrane. The number of species of inovirus isolated and characterized in different parts of the world is rather large . Among E. coli inoviruses, the best-studied and most-exploited is Ff, a group of closely related viruses fd, f1 and M13 for review see that infect male F + strains of E. coli.",
"Among E. coli inoviruses, the best-studied and most-exploited is Ff, a group of closely related viruses fd, f1 and M13 for review see that infect male F + strains of E. coli. All Ff have almost identical DNA and protein sequences, gene organization, and most other structural parameters . Fd, M13 and f1 differ in their genomes at only about 100 positions out of 6408 nucleotides for f1 and fd or 6407 nucleotides for M13.",
"Fd, M13 and f1 differ in their genomes at only about 100 positions out of 6408 nucleotides for f1 and fd or 6407 nucleotides for M13. The genetics and life cycle of three viruses f1, fd and M13 have been studied extensively and we know a great deal about them. The Ff genome contains ten tightly arranged genes and a non-coding intergenic region, which contains the packaging signal , the + and − origins of DNA replication, and the major rho-dependent transcriptional terminator for recent review see .",
"The Ff genome contains ten tightly arranged genes and a non-coding intergenic region, which contains the packaging signal , the + and − origins of DNA replication, and the major rho-dependent transcriptional terminator for recent review see . Five of the ten viral genes encode proteins found in the virion g3, g6, g8, g7 and g9 . Genes 3 and 6 are found on the proximal end of the virion and are essential for infectivity and stabilization, whereas, gene 7 and gene 9 proteins, gp7 and gp9, respectively, are located at the distal end of the virion and are responsible for the initiation assembly .",
"Genes 3 and 6 are found on the proximal end of the virion and are essential for infectivity and stabilization, whereas, gene 7 and gene 9 proteins, gp7 and gp9, respectively, are located at the distal end of the virion and are responsible for the initiation assembly . In the end-to-end model illustrated in Figure 1 , both the proximal gp7 and gp9 and distal gp3 and gp6 minor coat protein subunits maintain the fivefold axial symmetry of the major coat protein gp8 subunits along the virion. The life cycle of Ff filamentous viruses starts with the adsorption of the virus to the tip of the F + specific pilus of E. coli.",
"The life cycle of Ff filamentous viruses starts with the adsorption of the virus to the tip of the F + specific pilus of E. coli. Attachment takes place by means of an adsorption structure composed of five copies of gp3, located at the proximal end of the virion see Figure 1 , mainly through sequential binding of the gp3 N2 domain with the tip of the F pilus and the N1 domain with the periplasmic domain III of TolA for recent review see reference 4 . After adsorption, the virus is drawn to the surface of the cell where the major coat protein gp8 subunits become associated with the inner membrane of the cell and the circular single-stranded DNA cssDNA is released into the cytoplasm.",
"After adsorption, the virus is drawn to the surface of the cell where the major coat protein gp8 subunits become associated with the inner membrane of the cell and the circular single-stranded DNA cssDNA is released into the cytoplasm. Inside the cytoplasm, the cssDNA is converted into a parental double-stranded replicative form RF . Ff inoviruses replicate their genome by a rolling-circle mechanism.",
"Ff inoviruses replicate their genome by a rolling-circle mechanism. Consecutive transcription from the RF DNA, and translation as well an asymmetric single strand DNA synthesis lead to an intracellular pool of viral precursor complexes, which contain viral single-stranded DNA molecules bound with gp5 protein subunits, except a small hairpin loop that serves as the packaging signal for virion assembly . The major coat protein gp8 subunits are synthesized with a signal peptide sequence that facilitates their transport to and insertion into the bacterial membrane, where they are cleaved by signal peptidase.",
"The major coat protein gp8 subunits are synthesized with a signal peptide sequence that facilitates their transport to and insertion into the bacterial membrane, where they are cleaved by signal peptidase. After cleavage, the mature coat protein is left spanning the membrane with its C terminus in the cytoplasm and the N terminus outside the cytoplasm in the periplasm . The assembly of filamentous viruses takes place at the membrane where the gp5 subunits are replaced by gp8 subunits.",
"The assembly of filamentous viruses takes place at the membrane where the gp5 subunits are replaced by gp8 subunits. The first step of the assembly sequence is the binding of the packaging signal, a site of about 30 nucleotides that forms a hairpin loop, with presumably five subunits of each of the minor coat proteins gp7 and gp9 . Virus assembly proceeds as single-stranded DNA passes through the membrane and more mature coat protein gp8 subunits are added until the entire DNA molecule is packaged.",
"Virus assembly proceeds as single-stranded DNA passes through the membrane and more mature coat protein gp8 subunits are added until the entire DNA molecule is packaged. At the distal end of the virion, five copies of each of gp6 and gp3 are added and the complete virion is released into the medium . The assembly of inoviruses on the bacterial inner membrane is a harmonized sequential process that involves a variety of interactions between viral-encoded proteins gp1, gp4 and gp11 and host-encoded proteins, without killing the host bacterium reviewed by .",
"The assembly of inoviruses on the bacterial inner membrane is a harmonized sequential process that involves a variety of interactions between viral-encoded proteins gp1, gp4 and gp11 and host-encoded proteins, without killing the host bacterium reviewed by . The structure of the Ff virus has been extensively studied by a number of laboratories in the last five decades. However, despite all of the efforts, the structure has not been completely determined and some critical questions remain unanswered.",
"However, despite all of the efforts, the structure has not been completely determined and some critical questions remain unanswered. The major difficulty is that these viruses cannot be crystallized. They can be oriented in fibers suitable for X-ray fiber diffraction studies, but these are not crystals.",
"They can be oriented in fibers suitable for X-ray fiber diffraction studies, but these are not crystals. Interpretations of the fiber diffraction patterns together with a number of physicochemical measurements, have shown that the major coat protein gp8 subunits have a five-start helical symmetry 5-fold rotation axis and are referred to as Class I strictly based on the fundamental symmetry of the protein subunits helices as determined by fiber diffraction reviewed by . On the other hand, the structure of the packaged ssDNA molecule in the virion, including its helical symmetry and the interactions with the protein sheath, is one of the least understood aspects.",
"On the other hand, the structure of the packaged ssDNA molecule in the virion, including its helical symmetry and the interactions with the protein sheath, is one of the least understood aspects. The structure of the DNA inside these viruses cannot be determined by conventional X-ray fiber diffraction techniques, partly because of the low DNA content in the virions. Theoretical studies have demonstrated that the single-stranded DNA molecule is uniquely packaged inside the Ff virion by predominant electrostatic interactions .",
"Theoretical studies have demonstrated that the single-stranded DNA molecule is uniquely packaged inside the Ff virion by predominant electrostatic interactions . A 3D scale schematic model of an end-to-end Ff fd inoviral virion. The model is based on published physical data including the determined helical parameters of the major coat protein gp8 and the X-ray structure of the N1-N2 domains of the minor coat protein gp3.",
"The model is based on published physical data including the determined helical parameters of the major coat protein gp8 and the X-ray structure of the N1-N2 domains of the minor coat protein gp3. The model shows the relative location of the circular single-stranded DNA cssDNA genome 6408 nucleotides long, illustrated as blue ribbons , some structural details of the outer virion capsid major coat protein pg8 and the four minor coat proteins gp6, gp3, gp7 and gp9 present at the ends of the virion. On top, a digital scanning transmission electron micrograph STEM of unstained fd virus, prepared by the wet-film technique according to previously established procedures of the Brookhaven STEM facility .",
"On top, a digital scanning transmission electron micrograph STEM of unstained fd virus, prepared by the wet-film technique according to previously established procedures of the Brookhaven STEM facility . The ends of one complete virion are designated by arrows. The data were collected in collaboration with L.A. Day and J. S. Wall at the Brookhaven National Laboratory, Upton New York.",
"The data were collected in collaboration with L.A. Day and J. S. Wall at the Brookhaven National Laboratory, Upton New York. Under these STEM conditions fd virions are about 8800 Å long and about 65 Å in diameter . In the middle, a proposed end-to-end scale 3D diagram of fd virion is presented.",
"In the middle, a proposed end-to-end scale 3D diagram of fd virion is presented. The entire fd virion is composed of about 2700 subunits of gp8 with the exception of its two ends. Architectural details of an axial slab 176 Å long about 1/50 of the virion length consisting entirely of subunits of major coat protein gp8.",
"Architectural details of an axial slab 176 Å long about 1/50 of the virion length consisting entirely of subunits of major coat protein gp8. The structure of the 50-amino-acid-long and extended α-helical gp8, shown below in both surface and ribbon images, is presented in the virion model as a cylindrical stack of 25 gray disks about 70 Å long and 10 Å in diameter. The images of gp8 were derived from coordinates of RCSB PDB database accession number 2cOW using PyMOL .",
"The images of gp8 were derived from coordinates of RCSB PDB database accession number 2cOW using PyMOL . The gp8 subunits are arranged with a helical symmetry that includes a two-fold screw axis and a five-fold rotation axis, consisting of two pentamers of pg8 35 . The two pentamers are architecturally related to each other by a translation of about 16 Å along the virion axis and a rotation of 36° about the axis .",
"The two pentamers are architecturally related to each other by a translation of about 16 Å along the virion axis and a rotation of 36° about the axis . The proximal end of the virion, shown on the left, is composed of five copies of each of the minor coat proteins gp6 and gp3 for a recent review see . The proximal end is modeled based on partial information known about the structures of gp6 and gp3.",
"The proximal end is modeled based on partial information known about the structures of gp6 and gp3. Specifically, the N-terminal portion of gp6 was modeled following the helical parameters of gp8, based on protein sequence homology between the two . Five copies of gp3 subunits were modeled based on structural information of the N1-N2 domains.",
"Five copies of gp3 subunits were modeled based on structural information of the N1-N2 domains. The images of the N1-N2 domains of gp3 are shown below and were derived from coordinates of RCSB PDB database accession number 1g3p using PyMOL. The domain organization of gp3 is also shown.",
"The domain organization of gp3 is also shown. The distal end of the virion right consists of five copies of each minor coat proteins gp7 and gp9, modeled following the helical parameters of gp8 according to a previously published model . The easy genetic manipulation of inoviruses and the possibility of inserting random oligonucleotides into their genome set the foundation for inovirus display phage display technology .",
"The easy genetic manipulation of inoviruses and the possibility of inserting random oligonucleotides into their genome set the foundation for inovirus display phage display technology . Expression of these genetically modified inoviruses results in the presentation of oligopeptides as fusion proteins on the surface of the virion and are herein termed IAVs for inovirus-associated vectors. IAVs can be modified to express an oligopeptide on either all or on some copies of a particular capsid protein.",
"IAVs can be modified to express an oligopeptide on either all or on some copies of a particular capsid protein. One possibility is to insert an oligonucleotide sequence of interest in the viral genome to create a fusion with capsid protein gp3, gp7, gp8 or gp9, so that the oligopeptide is displayed on every copy of the capsid protein. Alternatively, a phagemid vector can be used, which carries an extra copy of a capsid protein to which the oligonucleotide is fused.",
"Alternatively, a phagemid vector can be used, which carries an extra copy of a capsid protein to which the oligonucleotide is fused. Coinfection of bacterial hosts with the phagemid vector and a replication deficient helper phage, that carries the wild type capsid protein, would result in mosaic inovirus particles. That is, they will contain copies of both the wild type coat protein and the recombinant protein that contains the oligopeptide of interest .",
"That is, they will contain copies of both the wild type coat protein and the recombinant protein that contains the oligopeptide of interest . Non-mosaic and mosaic IAVs that display a peptide on gp3 or gp8 have been recently reviewed while IAVs that display a peptide on gp7 or gp9 have been reviewed elsewhere . In contrast to the other four-capsid proteins, gp6 capsid protein has only been utilized for the production of mosaic virions .",
"In contrast to the other four-capsid proteins, gp6 capsid protein has only been utilized for the production of mosaic virions . Figure 2 illustrates the display of an antigen on each of the five capsid proteins of an IAV as indicated in published literature. It also introduces a new terminology to denote the gene to which the oligopeptides are fused to and whether the virion is a mosaic.",
"It also introduces a new terminology to denote the gene to which the oligopeptides are fused to and whether the virion is a mosaic. To display many copies of an oligopeptide on an IAV, the ideal capsid protein to utilize is gp8. The resulting non-mosaic IAV can display a peptide on each of the approximately 2700 copies of gp8 on its capsid surface.",
"The resulting non-mosaic IAV can display a peptide on each of the approximately 2700 copies of gp8 on its capsid surface. The tradeoff, however, is a significant limitation in the size of the peptide: only peptides up to 6 amino acids may be displayed without distorting the assembly of the virus see Figures 2 and 3 . This size restriction of the displayed peptide may be overcome by generating a mosaic IAV that displays the foreign peptide in only a minority of gp8 on the viral surface .",
"This size restriction of the displayed peptide may be overcome by generating a mosaic IAV that displays the foreign peptide in only a minority of gp8 on the viral surface . With regards to the display of peptides on gp3, it is possible through mosaic IAVs to present even a whole protein on the viral surface . Although in such a case the protein is expected to be present in up to five copies per virion, studies show that virions carry none, or just one copy of the protein on their surface .",
"Although in such a case the protein is expected to be present in up to five copies per virion, studies show that virions carry none, or just one copy of the protein on their surface . Random Peptide Libraries RPL is one common application of IAVs, where random oligopeptides are displayed on different clones of an inovirus particle. The vast diversity of an RPL depends on the size of the oligopeptide where the complexity of an RPL increases exponentially as the size of the oligopeptide increases.",
"The vast diversity of an RPL depends on the size of the oligopeptide where the complexity of an RPL increases exponentially as the size of the oligopeptide increases. RPLs can subsequently be used in many applications including the identification of peptide ligands by receptors, the mapping of substrate sites for enzymes, and the creation of antibody peptide libraries. These applications are reviewed elsewhere .",
"These applications are reviewed elsewhere . Inovirus display technology has also been used for epitope mapping and vaccine design purposes. RPLs can be used to characterize the epitope of an antibody of interest through biopanning with a monoclonal antibody of interest, which can result in the isolation of mimotopes; these are oligopeptides that mimic the native antibody epitope.",
"RPLs can be used to characterize the epitope of an antibody of interest through biopanning with a monoclonal antibody of interest, which can result in the isolation of mimotopes; these are oligopeptides that mimic the native antibody epitope. The selected recombinant inoviruses that carry mimotopes can then be isolated in order to determine the DNA and amino acid sequence of the displayed oligopeptides. DNA sequencing of such inserts as well as structure prediction analysis can potentially identify the previously unknown target of an antibody.",
"DNA sequencing of such inserts as well as structure prediction analysis can potentially identify the previously unknown target of an antibody. Besides antibody characterization, inoculation of recombinant inoviruses isolated through this approach can potentially be used as vaccine carriers. For example, if a neutralizing antibody against a pathogen is used to screen an RPL, the selected peptides fused to inoviruses would mimic the original antibody epitope.",
"For example, if a neutralizing antibody against a pathogen is used to screen an RPL, the selected peptides fused to inoviruses would mimic the original antibody epitope. Vaccination of animals with these inoviruses could ultimately induce the production of similar antibodies by the vaccinated individual, offering protection from infection against the pathogen. Inovirus display technology has been successfully applied in the development of vaccines against various pathogens Tables 1 and 2 .",
"Inovirus display technology has been successfully applied in the development of vaccines against various pathogens Tables 1 and 2 . The potential for inovirus display technology to facilitate the mapping of antibody epitopes is of great importance, especially in the case of HIV-1. Epitopes of broadly neutralizing monoclonal anti-HIV-1 antibodies could be rare, vulnerable spots on the surface of a frequently mutating virus such as HIV-1 and therefore, their identification and further study could lead to new drug therapies or vaccine targets.",
"Epitopes of broadly neutralizing monoclonal anti-HIV-1 antibodies could be rare, vulnerable spots on the surface of a frequently mutating virus such as HIV-1 and therefore, their identification and further study could lead to new drug therapies or vaccine targets. This review focuses particularly on the applications of inovirus display technology that utilizes capsid proteins gp3 and gp8, as those have been used in vaccine development. Schematic representations of antigen display on the surface of Ff inovirus-associated vectors IAVs .",
"Schematic representations of antigen display on the surface of Ff inovirus-associated vectors IAVs . Foreign antigens are shown as red spheres. The designation on the left denotes the inoviral gene, which can be genetically modified to express an antigen on the outer architecture of the virion.",
"The designation on the left denotes the inoviral gene, which can be genetically modified to express an antigen on the outer architecture of the virion. IAVs that contain both the wild type and antigen display capsid proteins are designated by \"m\" which indicates that the virion is a mosaic. Each Ff virion contains about 2700 copies of major capsid protein gp8, and five copies of each of the minor capsid proteins, gp3, gp6, gp7 and gp9.",
"Each Ff virion contains about 2700 copies of major capsid protein gp8, and five copies of each of the minor capsid proteins, gp3, gp6, gp7 and gp9. inovirus-associated vector bottom showing the major coat protein gp8 subunits arranged with a combined five-fold rotation axis and an approximate two-fold screw axis . Right, the corresponding surface lattices, identical to those previously published .",
"Right, the corresponding surface lattices, identical to those previously published . The lattice diagrams show the relative position of each gp8 subunit on the outer virion surface. The five gp8 subunits of each of the two interlocking pentamers constituting the helical symmetry of the virion are indicated by blue and green dots respectively.",
"The five gp8 subunits of each of the two interlocking pentamers constituting the helical symmetry of the virion are indicated by blue and green dots respectively. The relative virion surface area about 1400 Å 2 associated with each gp8 subunit is marked in yellow. The virion perimetrical azimuthial distance is calculated based on a virion diameter of about 65 Å.",
"The virion perimetrical azimuthial distance is calculated based on a virion diameter of about 65 Å. The displayed antigens, represented by red spheres, are arranged on the surface of the Ff.g8 inovirus-associated vector according to helical symmetry of the virion outer architecture bottom . IAVs are effective vaccine carriers and, as shown in Tables 1 and 2 , they have been used successfully in numerous vaccine development studies.",
"IAVs are effective vaccine carriers and, as shown in Tables 1 and 2 , they have been used successfully in numerous vaccine development studies. They have been utilized in the development of vaccines against a wide variety of viral, protozoan and worm parasites and also against non-infectious diseases like Alzheimer and various types of cancer. All these attempts can be divided in two main sub-categories.",
"All these attempts can be divided in two main sub-categories. The first sub-category, inovirus display technology was used to screen RPLs with monoclonal antibodies and then to select the immunogenic peptides of interest. The selected peptide was used as a vaccine in its soluble form or in conjugation with carrier proteins 55,66,70,81-84, 86-88,90-92,98 .",
"The selected peptide was used as a vaccine in its soluble form or in conjugation with carrier proteins 55,66,70,81-84, 86-88,90-92,98 . In the second sub-category, similar to the first sub-category, inovirus display technology has been used for epitope mapping and isolation, but in this case, inoviruses were also used as the vaccine carriers for the immunogenic peptides 56, 57, . In contrast to IAVs, soluble peptides have the disadvantage of being less stable than the same peptides fused to inoviral particles.",
"In contrast to IAVs, soluble peptides have the disadvantage of being less stable than the same peptides fused to inoviral particles. Soluble peptides have a flexible 3D structure and thus, do not always retain the 3D structure of the desirable epitope. As a result, soluble peptides, unlike inovirus-bound peptides, are less capable of inducing the production of the desirable antibodies .",
"As a result, soluble peptides, unlike inovirus-bound peptides, are less capable of inducing the production of the desirable antibodies . Additionally, the inoviral vectors displaying peptides are highly immunogenic. Their high immunogenicity is reinforced by the ability of inoviruses to display multiple copies of peptides on their surface.",
"Their high immunogenicity is reinforced by the ability of inoviruses to display multiple copies of peptides on their surface. Additionally, inoviruses are known for their structural simplicity, which allows the immune system to focus selectively on the displayed peptides and not on the viral carrier . Furthermore, since inoviruses can replicate in E. coli cultures, the cost of vaccine production is low.",
"Furthermore, since inoviruses can replicate in E. coli cultures, the cost of vaccine production is low. In summary, IAVs can be used as efficient and cost effective vaccine carriers. A large number of research studies have focused on the application of inovirus-based vaccines against infectious diseases.",
"A large number of research studies have focused on the application of inovirus-based vaccines against infectious diseases. A common approach in many of these efforts was to vaccinate animals with inoviruses and to then challenge them with specific pathogens, in order to assess the level of protection against the pathogens. Three of these studies focused on immunization against viral parasites.",
"Three of these studies focused on immunization against viral parasites. In 1997, Bastien et al. fused a 15-mer linear epitope of Human Respiratory Syncytial Virus RSV glycoprotein G on inovirus gp3 and used the recombinant inovirus to vaccinate mice .",
"fused a 15-mer linear epitope of Human Respiratory Syncytial Virus RSV glycoprotein G on inovirus gp3 and used the recombinant inovirus to vaccinate mice . This resulted in a specific humoral response, with the vaccinated animals having complete protection from challenge with the RSV virus . In 2000, Grabowska et al.",
"In 2000, Grabowska et al. used monoclonal antibodies against Herpes Simplex Virus type 2 HSV-2 glycoprotein G2 to screen 15-mer RPLs . The selected recombinant inoviruses were used to vaccinate mice, resulting in a specific humoral response.",
"The selected recombinant inoviruses were used to vaccinate mice, resulting in a specific humoral response. A high survival rate of vaccinated mice after challenge with a lethal dose of the virus was observed, and the level of protection was proportional to the dose of the inoviral vaccine . Additionally, in 2000, Yu et al.",
"Additionally, in 2000, Yu et al. used monoclonal antibodies against the surface glycoprotein of Neurotropic Murine Coronavirus to screen various RPLs . A selected clone displaying a 13-mer peptide induced a humoral immune response but no cellular response in mice. Even so, after lethal virus challenge, three out of six mice survived. .",
"Even so, after lethal virus challenge, three out of six mice survived. . Besides viral infections, inoviral vaccine research has also been applied for systemic candidiasis, a fungal infection caused by Candida albicans.",
"Besides viral infections, inoviral vaccine research has also been applied for systemic candidiasis, a fungal infection caused by Candida albicans. In two separate studies, a specific six amino acid peptide epitope of the fungal heat shock protein 90 was displayed as a fusion with the inoviral coat protein gp8 . After infection with the parasite, mice immunized with the recombinant inoviruses had fewer colony forming units of Candida albicans in the kidney and a longer lifespan .",
"After infection with the parasite, mice immunized with the recombinant inoviruses had fewer colony forming units of Candida albicans in the kidney and a longer lifespan . The use of inovirus as a vaccine carrier was particularly successful against Taenia solium, a parasitic worm that uses pigs as intermediate hosts and causes neurocysticercosis, a parasitic disease of the central nervous system, in humans . In 2004, Manoutsarian et al.",
"In 2004, Manoutsarian et al. fused four antigenic peptides GK1, KETc1, KETc7, KETc12 to inoviruses and the cocktail of recombinant inoviruses was used to vaccinate pigs; as a result, a specific cellular response was induced. Vaccination of pigs protected them against challenge with the pathogen: 1/3 of pigs were totally protected and 2/3 had reduced number of cysticerci .",
"Vaccination of pigs protected them against challenge with the pathogen: 1/3 of pigs were totally protected and 2/3 had reduced number of cysticerci . Based on these results, large-scale vaccination of 1047 rural pigs in 16 villages of central Mexico was conducted in 2008. The immunization was successful since the vaccine conferred significant protection against the parasite.",
"The immunization was successful since the vaccine conferred significant protection against the parasite. Furthermore, this inovirus-based vaccine was more economical compared with to another vaccine made of synthetic peptides. The study was particularly important, not only due to the large scale vaccination attempt with inoviruses, but also due to its effectiveness in significantly reducing the number of cysticerci in the vaccinated animals .",
"The study was particularly important, not only due to the large scale vaccination attempt with inoviruses, but also due to its effectiveness in significantly reducing the number of cysticerci in the vaccinated animals . Efforts were also made to develop vaccines against the worm Schistosoma japonicum. In 2004, Tang et al.",
"In 2004, Tang et al. screened a 12-mer RPL with polyclonal serum from infected mice . The selected recombinant inoviruses induced a specific humoral response, which conferred partial protection from parasite challenge in the vaccinated mice . Following this study, in 2006, Wang et al.",
"Following this study, in 2006, Wang et al. used the monoclonal antibody SSj14, which targets the parasite to screen a 12-mer RPL . The recombinant inoviruses induced both humoral and cellular responses that significantly protected the vaccinated mice against the worm infection . Additionally, in 2006, Wu et al.",
"Additionally, in 2006, Wu et al. used polyclonal serum from infected rabbits to screen a 12-mer RPL . A humoral response was induced in the vaccinated mice, which conferred partial protection from the parasite .",
"A humoral response was induced in the vaccinated mice, which conferred partial protection from the parasite . In 2008, Villa-Mancera et al., produced a vaccine against Fasciola hepatica, by screening a previously constructed 12-mer inovirus RLP with an anti-cathepsin L monoclonal antibody . Although immunization of sheep with the selected recombinant inoviruses induced a weak, specific humoral response after challenge with the parasite, the vaccinated animals had a remarkable reduction in worm burden compared to controls .",
"Although immunization of sheep with the selected recombinant inoviruses induced a weak, specific humoral response after challenge with the parasite, the vaccinated animals had a remarkable reduction in worm burden compared to controls . An inovirus-based vaccine has been constructed against the parasitic worm Trichinella spiralis. In this case, Gu et al.",
"In this case, Gu et al. used a monoclonal antibody against rTs87 antigen to screen a 12-mer RPL . As a result, a humoral response was induced and the vaccinated mice gained partial protection after challenge against the parasite .",
"As a result, a humoral response was induced and the vaccinated mice gained partial protection after challenge against the parasite . In summary, the results of the above studies show that the construction of an efficient inovirus-based vaccine that confers protection to the vaccinated animals against the infectious pathogen is achievable through the induction of humoral or cellular immune response or both. As previously mentioned, inovirus display technology has also been used for the design of vaccines against non-infectious diseases and in some cases, the capability of the vaccine to limit the progression of the disease was evaluated.",
"As previously mentioned, inovirus display technology has also been used for the design of vaccines against non-infectious diseases and in some cases, the capability of the vaccine to limit the progression of the disease was evaluated. In 2005, Fang et al. displayed an epitope of the Melanoma Antigen A1 MAGE A1 in the surface of inovirus fused on gp8 .",
"displayed an epitope of the Melanoma Antigen A1 MAGE A1 in the surface of inovirus fused on gp8 . This resulted in an induction of cellular immune response against the melanoma tumor and in the significant inhibition of tumor growth in the vaccinated mice. In addition, there was an important increase in the survival rate of vaccinated animals .",
"In addition, there was an important increase in the survival rate of vaccinated animals . Similar results were obtained in 2002 by Wu et al. in an effort to design a vaccine against murine mastocytoma P815 . An epitope of the P1A tumor antigen was fused to the inoviral surface and the vaccinated mice gained significant protection against tumor growth.",
"An epitope of the P1A tumor antigen was fused to the inoviral surface and the vaccinated mice gained significant protection against tumor growth. Moreover, there was a significant increase in survival rate due to an anti-tumor cellular response that was induced . Some important efforts have also been made for the design of an inovirus-based vaccine against Alzheimer's disease.",
"Some important efforts have also been made for the design of an inovirus-based vaccine against Alzheimer's disease. The main target of these vaccines was the induction of antibodies against β-amyloid plaques. In these studies, the antigenic epitope that was displayed in the inoviral surface was the epitope EGFR, which consists of the four amino acids E, G, F and R and it is part of the β-amyloid peptide.",
"In these studies, the antigenic epitope that was displayed in the inoviral surface was the epitope EGFR, which consists of the four amino acids E, G, F and R and it is part of the β-amyloid peptide. In mice immunized with recombinant inoviruses, the researchers observed a reduction in β-amyloid plaque burden and a specific humoral response . Collectively, these studies show that it is possible to protect vaccinated animals against disease progression, thus alluding to the promising use of such vaccines against non-infectious diseases in humans.",
"Collectively, these studies show that it is possible to protect vaccinated animals against disease progression, thus alluding to the promising use of such vaccines against non-infectious diseases in humans. In summary, the utilization of inoviral vectors for vaccine development against infectious and non-infectious non-HIV-1 diseases has produced significant and promising results. First, in the majority of cases, the vaccine was successful since it induced specific humoral or cellular response, or both.",
"First, in the majority of cases, the vaccine was successful since it induced specific humoral or cellular response, or both. Furthermore, in many cases, there was an attempt to evaluate the efficacy of the vaccine after challenge against the pathogen in vaccinated animals. In all cases, the vaccine could provide partial, significant or even complete protection against the pathogen.",
"In all cases, the vaccine could provide partial, significant or even complete protection against the pathogen. This established the effectiveness of the use of inoviruses as vaccine vectors. Our knowledge of HIV-1 neutralization epitopes initiated from the isolation of several neutralizing monoclonal antibodies 2F5, 4E10, b12 and 2G12 that were described between 1993 and 1994 .",
"Our knowledge of HIV-1 neutralization epitopes initiated from the isolation of several neutralizing monoclonal antibodies 2F5, 4E10, b12 and 2G12 that were described between 1993 and 1994 . Thus far, neutralizing monoclonal antibodies have been found to target four major epitopes on the HIV-1 envelope gp41 and gp120 glycoproteins . These monoclonal antibodies target the MPER epitope of gp41 monoclonal antibodies 2F5, 4E10, M66.6, CAP206-CH12 and 10e8 ; the V1V2-glycan of gp120 PG9, PG16, CH01-04 and PGT 141-145 ; the glycan dependent site of the gp120 V3 loop PGT121-123, PGT125-131 and PGT135-137 ; and the CD4-binding site b12, HJ16, CH103-106, VRC01-03, VRC-PG04, VRC-PG04b, VRC-CH30-34, 3BNC117, 3BNC60, NIH45-46, 12A12, 12A21, 8ANC131, 8ANC134, INC9 and IB2530 102, 114, .",
"These monoclonal antibodies target the MPER epitope of gp41 monoclonal antibodies 2F5, 4E10, M66.6, CAP206-CH12 and 10e8 ; the V1V2-glycan of gp120 PG9, PG16, CH01-04 and PGT 141-145 ; the glycan dependent site of the gp120 V3 loop PGT121-123, PGT125-131 and PGT135-137 ; and the CD4-binding site b12, HJ16, CH103-106, VRC01-03, VRC-PG04, VRC-PG04b, VRC-CH30-34, 3BNC117, 3BNC60, NIH45-46, 12A12, 12A21, 8ANC131, 8ANC134, INC9 and IB2530 102, 114, . Monoclonal antibody 2G12 targets the surface glycans on the outer domain of gp120 that is distinct from the four major epitope target sites described above . The inovirus display technology has also been applied in vaccination strategies against HIV-1 .",
"The inovirus display technology has also been applied in vaccination strategies against HIV-1 . However, unlike the successful development of vaccines against non-HIV-1 parasites, these efforts failed. In all published studies see Table 1 , the HIV-1 inovirus-display vaccines were made utilizing the broadly neutralizing antibodies 2F5, 2G12 and b12 .",
"In all published studies see Table 1 , the HIV-1 inovirus-display vaccines were made utilizing the broadly neutralizing antibodies 2F5, 2G12 and b12 . The first study for the construction of a vaccine against HIV-1 using inovirus display technology was performed in 1993 by Keller et al., using the 447-52D monoclonal antibody to screen a 15-mer RPL . Vaccination of selected recombinant inoviruses in rabbits resulted in the induction of type-specific neutralizing antibodies .",
"Vaccination of selected recombinant inoviruses in rabbits resulted in the induction of type-specific neutralizing antibodies . A few years later, in 2001, Zwick et al. used b12 monoclonal antibody to screen a variety of linear and constrained RPLs .",
"used b12 monoclonal antibody to screen a variety of linear and constrained RPLs . However, the vaccination in mice and rabbits with the selected recombinant inoviruses did not result in the production of b12-like antibodies at detectable levels . The same antibody was used in 2005 by Dorgham et al.",
"The same antibody was used in 2005 by Dorgham et al. , in order to screen a 15-mer RPL, and the selected mimotopes were fused to the capsid of inoviruses which were then used to vaccinate mice . The induced antibodies could bind gp160 but they did not have neutralizing potency .",
"The induced antibodies could bind gp160 but they did not have neutralizing potency . In another study in 2007, Wilkinson et al. screened a 9-mer and a constrained 10-mer library with antibody 5145A .",
"screened a 9-mer and a constrained 10-mer library with antibody 5145A . This was the only case in which the selected mimotopes were fused in to small heat shock protein HSP of the archeaon Methanococcus jannaschii as a carrier protein. Following vaccination of HSP-mimotopes in rabbits, anti-gp120 antibodies without neutralizing potency were produced .",
"Following vaccination of HSP-mimotopes in rabbits, anti-gp120 antibodies without neutralizing potency were produced . The 2G12 antibody was used for the first time in 2008 by Menendez et al. for the screening of a variety of linear and constrained RPLs . Nevertheless, vaccination of selected inoviruses in rabbits induced the production of antibodies that could not bind to gp120 .",
"Nevertheless, vaccination of selected inoviruses in rabbits induced the production of antibodies that could not bind to gp120 . More recently, in 2011, Rodriguez et al. used the 2F5 antibody to screen a 12-mer and a constrained 7-mer RPL . Vaccination in mice and rabbits led to the production of non-neutralizing antibodies .",
"Vaccination in mice and rabbits led to the production of non-neutralizing antibodies . In most of these studies, the use of inoviral vectors resulted in the induction of a specific humoral response. However, the sera of the vaccinated animals did not have broadly neutralizing ability.",
"However, the sera of the vaccinated animals did not have broadly neutralizing ability. Besides monoclonal antibodies, polyclonal sera from HIV-1-infected patients were also used for the screening RPLs Table 1 51, 53, 63 . This approach carries a degree of uncertainty, since it is based on the premise that the polyclonal sera will contain at least one broadly neutralizing monoclonal anti-HIV-1 antibody, meaning that a new neutralizing epitope against it can be isolated from the RPL.",
"This approach carries a degree of uncertainty, since it is based on the premise that the polyclonal sera will contain at least one broadly neutralizing monoclonal anti-HIV-1 antibody, meaning that a new neutralizing epitope against it can be isolated from the RPL. It is suggested that long-term non-progressors HIV-1-infected patients who remain asymptomatic for a long time are more likely to produce neutralizing antibodies in comparison to AIDS patients, and it is suggested that these neutralizing antibodies in the serum of long-term non-progressors may contribute to the control of viral load . However, this hypothesis has been questioned .",
"However, this hypothesis has been questioned . Polyclonal serum for the screening of RPLs was used for the first time in 1999 by Scala et al., who screened both linear and constrained 9-mer RPLs . After that, vaccination of selected inoviruses in mice led to the production of neutralizing antibodies.",
"After that, vaccination of selected inoviruses in mice led to the production of neutralizing antibodies. A few years later, in 2007, Rodriguez et al. used polyclonal serum to screen a 7-mer, a 12-mer and a constrained 7-mer RPL .",
"used polyclonal serum to screen a 7-mer, a 12-mer and a constrained 7-mer RPL . Vaccination in mice induced the production of antibodies that could bind to gp41, but no information was provided about their neutralization potency . Additionally, in 2007, Humbert et al.",
"Additionally, in 2007, Humbert et al. used polyclonal serum to screen a 7-mer, a 12-mer and a constrained 7-mer RPL . Vaccination of selected recombinant inoviruses in mice induced the production of neutralizing antibodies .",
"Vaccination of selected recombinant inoviruses in mice induced the production of neutralizing antibodies . The screening of the same RPLs using polyclonal serum from a monkey infected with a Simian-Human Immunodeficiency Virus SHIV was performed by the same group. In this study, vaccination in mice was performed using the prime-boost strategy: DNA vaccine as prime encoding gp160 and a cocktail of recombinant inoviruses as boost.",
"In this study, vaccination in mice was performed using the prime-boost strategy: DNA vaccine as prime encoding gp160 and a cocktail of recombinant inoviruses as boost. The result was the induction of neutralizing antibodies . In 2013, Gazarian et al. screened a linear 12-mer and constrained 7-mer RPLs using sera from HIV-infected individuals .",
"screened a linear 12-mer and constrained 7-mer RPLs using sera from HIV-infected individuals . Vaccination in rabbits resulted in the production of antibodies that bind gp160 . In 2001, non-human primates were used by Chen et al., as an animal model for vaccination with recombinant inoviruses .",
"In 2001, non-human primates were used by Chen et al., as an animal model for vaccination with recombinant inoviruses . This group performed screening of a 9-mer and a constrained 9-mer RPL with polyclonal serum isolated from an infected donor. After that, the vaccination of selected inoviruses was performed in rhesus macaques.",
"After that, the vaccination of selected inoviruses was performed in rhesus macaques. As a result, sera from the vaccinated macaques exhibited neutralizing activity. Furthermore, the vaccinated macaques were not protected from infection, but four out of five animals were able to control the viral load after challenge against the pathogenic SHIV89.6PD virus.",
"Furthermore, the vaccinated macaques were not protected from infection, but four out of five animals were able to control the viral load after challenge against the pathogenic SHIV89.6PD virus. This was a very important result, which underlines the potential of the method. Additionally, no specific CTL response was detected, implying that the control of viral load was an exclusive result of humoral response .",
"Additionally, no specific CTL response was detected, implying that the control of viral load was an exclusive result of humoral response . Since the first attempt to induce the production of anti-HIV-1 neutralizing antibodies using inovirus-based vaccines, all efforts to date have not led to the production of broadly neutralizing antibodies in vaccinated animals. This failure could be to a certain extent explained by the usage of the \"old generation\" monoclonal antibodies 2F5, 2G12 and b12 which were shown to demonstrate autoreactivity properties in vitro studies .",
"This failure could be to a certain extent explained by the usage of the \"old generation\" monoclonal antibodies 2F5, 2G12 and b12 which were shown to demonstrate autoreactivity properties in vitro studies . In 2010, Verkoczy et al. demonstarted in an in vivo study that Pre-B cells expressing 2F5-like antibodies were unable to maturate in mice, suggesting a triggering of immunological tolerance due to the autoreactive properties of the 2F5-like antibody .",
"demonstarted in an in vivo study that Pre-B cells expressing 2F5-like antibodies were unable to maturate in mice, suggesting a triggering of immunological tolerance due to the autoreactive properties of the 2F5-like antibody . Collectively, these studies implied that the screening RPLs using 2F5, 2G12 and b12 could result in inoviral-based vaccines that could trigger immunological tolerance in vaccinated animals. It is important to note, however, that the lack of autoreactivity properties for several of the \"next generation\" broadly neutralizing antibodies 10e8, PG9, PG16, VRC01-03, VRC-PG04, VRC-PG04b, and VRC-CH30-34 could solve the autoreactivity problems encountered by 2F5, 2G12, and b12.",
"It is important to note, however, that the lack of autoreactivity properties for several of the \"next generation\" broadly neutralizing antibodies 10e8, PG9, PG16, VRC01-03, VRC-PG04, VRC-PG04b, and VRC-CH30-34 could solve the autoreactivity problems encountered by 2F5, 2G12, and b12. Despite the fact that the recent isolation of new broadly neutralizing antibodies against HIV-1 has focused the attention of HIV-1 vaccine development on the induction of a humoral anti-HIV-1 response, recent results underline the importance of a cellular anti-HIV-1 response as well . The experimental results concerning inovirus-based vaccines in non-HIV-1 diseases prove that inoviruses can also induce a strong specific cellular response Tables 1 and 2 ; this property makes them great candidates as vectors for HIV-1 vaccine design.",
"The experimental results concerning inovirus-based vaccines in non-HIV-1 diseases prove that inoviruses can also induce a strong specific cellular response Tables 1 and 2 ; this property makes them great candidates as vectors for HIV-1 vaccine design. The ability of inoviruses to induce a cellular immune response was first demonstrated in 2000 by DeBerardinis et al. .",
". In this work, recombinant inoviruses carrying the RT2 epitope and the pep23 epitope of HIV-1 reverse transcriptase in gp8 could induce specific cellular responses in human cell lines in vitro and in mice in vivo against the RT2 peptide. It is interesting that without the pep23 epitope, the cellular response was undetectable.",
"It is interesting that without the pep23 epitope, the cellular response was undetectable. This indicates that the pep23 is a CTL epitope that is necessary for cellular response, possibly because it enables internalization of the recombinant inovirus into the APCs . Therefore, a question arises of whether an epitope fused to the surface of the inovirus can induce a cellular or a humoral response or both.",
"Therefore, a question arises of whether an epitope fused to the surface of the inovirus can induce a cellular or a humoral response or both. It is suggested that the type of immune response caused by an epitope fused on the surface of the inovirus is dependent on the length and sequence of the peptide . In 2003, Gaubin et al.",
"In 2003, Gaubin et al. demonstrated that FITC-labeled fd virions can be internalized in human EBV-B cell lines and the fd virions are successively degraded and targeted both to MHC class I and class II antigen-processing pathways . This was confirmed after endocellular localization of the labeled virions with confocal microscopy.",
"This was confirmed after endocellular localization of the labeled virions with confocal microscopy. This experiment showed that the inoviruses could be internalized in APCs even without carrying a CTL epitope, but in very low rate. For in vivo experiments however, it is possible that the requirement of a CTL epitope is critical for the induction of a cellular response .",
"For in vivo experiments however, it is possible that the requirement of a CTL epitope is critical for the induction of a cellular response . In 2011, Sartorius et al. showed that a hybrid fd virion with the anti-DEC-205 scFv antibody fragment fused on gp3 and the OVA257-264 antigenic epitope fused on gp8 can be internalized in human dendritic cells through a specific interaction between the anti-DEC205 scFv and the DEC-205 receptor .",
"showed that a hybrid fd virion with the anti-DEC-205 scFv antibody fragment fused on gp3 and the OVA257-264 antigenic epitope fused on gp8 can be internalized in human dendritic cells through a specific interaction between the anti-DEC205 scFv and the DEC-205 receptor . In addition, inoculation of mice with the hybrid virions induced a specific cellular response against the OVA257-264 epitope . This important characteristic of inoviral vectors to induce a cellular response was reported in only two studies aimed at developing a HIV-1 inoviral vaccine, possibly due to the complexity of detecting a cellular response and also because it is a labor intensive and time-consuming process.",
"This important characteristic of inoviral vectors to induce a cellular response was reported in only two studies aimed at developing a HIV-1 inoviral vaccine, possibly due to the complexity of detecting a cellular response and also because it is a labor intensive and time-consuming process. In 2001, Chen et al. attempted to detect a cellular response, but such a response was not induced in that experiment .",
"attempted to detect a cellular response, but such a response was not induced in that experiment . A more recent research study related to HIV-1, which clearly demonstrates the ability of inoviruses to induce strong cellular response, was performed in 2009 by Pedroza-Roldan et al. .",
". In this effort, an immunodominant CTL epitope of the V3 loop of gp120 residues 311-320 was expressed as fusion to gp8 of an M13 inovirus. A random peptide library was created by inserting mutations in certain positions of this epitope.",
"A random peptide library was created by inserting mutations in certain positions of this epitope. A cocktail of inoviruses carrying the V3 loop epitope or variations of this epitope were used for the vaccination of mice and, as a result, a CTL response was induced. The most important result of this study was that the immunization induced long-lasting memory T-cell responses, which were detected seven months after a single immunization .",
"The most important result of this study was that the immunization induced long-lasting memory T-cell responses, which were detected seven months after a single immunization . The same vaccination also induced a strong humoral response, since the sera of vaccinated mice could neutralize five out of ten pseudoviruses from a panel . All the above experiments clearly show that the inoviruses are capable of inducing a specific cellular immune response: the ability of the inoviral vectors to induce both arms of adaptive immunity is unique and it could prove to be valuable in the development of a successful HIV-1 vaccine.",
"All the above experiments clearly show that the inoviruses are capable of inducing a specific cellular immune response: the ability of the inoviral vectors to induce both arms of adaptive immunity is unique and it could prove to be valuable in the development of a successful HIV-1 vaccine. In the general field of HIV-1 vaccine design, all studies for the production of anti-HIV-1 broadly neutralizing antibodies through vaccination with either soluble peptides or viral vectors have been unsuccessful. For this reason, some efforts have been directed to the induction of cellular immune response .",
"For this reason, some efforts have been directed to the induction of cellular immune response . In recent years, in HIV-1 vaccine phase I and phase II clinical trials, adenoviral vectors have been used in order induce a cellular immune response in HIV-1 vaccinated individuals . However, there are concerns about the safety of these viruses.",
"However, there are concerns about the safety of these viruses. In 2007, the large-scale phase IIB Merck trial was abruptly terminated because there was evidence that the individuals vaccinated with adenovirus rAd5 vector expressing gag, pol and nef became more vulnerable to HIV-1 infection in comparison to controls. It was suggested that the group with the increased risk of being infected with HIV-1 consisted of individuals who were Ad5 seropositive .",
"It was suggested that the group with the increased risk of being infected with HIV-1 consisted of individuals who were Ad5 seropositive . Other eukaryotic viruses that infect other species and do not replicate in human cells were also tested as candidates HIV vaccine carriers and in theory are safer. For example, the canarypox vector was used in the RV144 phase III clinical trial, the only clinical trial that had positive results to date, offering partial protection 31% to vaccinated individuals in comparison with control .",
"For example, the canarypox vector was used in the RV144 phase III clinical trial, the only clinical trial that had positive results to date, offering partial protection 31% to vaccinated individuals in comparison with control . Apart from safety reasons, the use of adenovirus-based vectors has not been protective. The recent HVTV 505 phase IIB trial that used adenovirus rAd5 as a boost and DNA as prime for vaccination of 2504 human volunteers was abandoned as futile .",
"The recent HVTV 505 phase IIB trial that used adenovirus rAd5 as a boost and DNA as prime for vaccination of 2504 human volunteers was abandoned as futile . Recently, a rhesus macaque cytomegalovirus RhCMV vector successfully induced a persisting CTL response in rhesus macaques that strongly protected the vaccinated animals from challenge against the pathogenic SIVmac239 strain. Importantly, this study, 50% of the vaccinated animals reduced the viral load to undetectable levels .",
"Importantly, this study, 50% of the vaccinated animals reduced the viral load to undetectable levels . However, the design of a human version of this CMV vector could impose safety risks, since the human CMV is a persistent and pathogenic human virus . Therefore, various types of eukaryotic viral vectors are currently under investigation.",
"Therefore, various types of eukaryotic viral vectors are currently under investigation. These are reviewed elsewhere . However, the use of a eukaryotic virus is accompanied by serious safety concerns. As an alternative, the use of prokaryotic viruses such as inoviruses, may be utilized which have a decisively lower safety risk to humans.",
"As an alternative, the use of prokaryotic viruses such as inoviruses, may be utilized which have a decisively lower safety risk to humans. Even if inoviruses could infect a eukaryotic cell, the assembly of the new prokaryotic virions cannot take place without the specific conditions that exist in the inter-membrane area of the E. coli and without the presence of the specific E. coli enzyme leader peptidase that does not exist in human cells . Furthermore, there was a phase I case study in 2006 where fd inoviruses were intravenously infused in humans for purposes unrelated to vaccination , causing no side effects or even allergic reactions in any of the eight volunteers.",
"Furthermore, there was a phase I case study in 2006 where fd inoviruses were intravenously infused in humans for purposes unrelated to vaccination , causing no side effects or even allergic reactions in any of the eight volunteers. To our knowledge, this is the only case where inoviruses were infused in humans . Therefore, in contrast to other viral vectors, the use of inoviruses does not impose a major safety risk to humans.",
"Therefore, in contrast to other viral vectors, the use of inoviruses does not impose a major safety risk to humans. This characteristic of inoviral vectors along with their capability to trigger both cellular and humoral immune responses makes them an attractive option as vaccine vectors. During the last two decades, inoviral vectors have been used in the development of vaccines against various infectious parasites and against non-infectious diseases like cancer and Alzheimer's with promising results.",
"During the last two decades, inoviral vectors have been used in the development of vaccines against various infectious parasites and against non-infectious diseases like cancer and Alzheimer's with promising results. While the applications of inovirus display technology in vaccine design against non-HIV-1 diseases have been mostly successful, the design of a HIV-1 vaccine development has so far been disappointing. A major obstacle has been the use of neutralizing monoclonal antibodies plagued with autoreactivity properties.",
"A major obstacle has been the use of neutralizing monoclonal antibodies plagued with autoreactivity properties. Screening of RPLs with these antibodies resulted in the isolation of peptides that, as vaccine antigens, were unsuccessful in inducing a specific humoral response that would produce neutralizing antibodies. The recent isolation of antibodies such as VRC01 and 10E8 with more neutralizing breadth and potency without autoreactivity properties than the previously utilized antibodies may overcome this obstacle .",
"The recent isolation of antibodies such as VRC01 and 10E8 with more neutralizing breadth and potency without autoreactivity properties than the previously utilized antibodies may overcome this obstacle . Particularly, the induction of VRC01-like and 10E8-like antibodies could be a feasible target, since these antibodies also seem to be produced from a significant percentage of the HIV-1-infected population . While humoral responses have been well documented, cellular responses have not been assessed in most studies for the design of a HIV-1 vaccine using inoviruses.",
"While humoral responses have been well documented, cellular responses have not been assessed in most studies for the design of a HIV-1 vaccine using inoviruses. The only study in which a cellular anti-HIV-1 response was detected also reported a successful induction of a long-lasting memory CTL response seven months after a single vaccination in mice with inoviral particles , demonstrating that the induction of cellular immunity against HIV-1 using inoviruses is feasible. IAVs are advantageous in that they can induce both arms of adaptive immunity.",
"IAVs are advantageous in that they can induce both arms of adaptive immunity. This finding could therefore be of importance in future efforts for the design of a HIV-1 vaccine. Moreover, IAVs have unique characteristics compared to other viral vectors: they are stable, they can display a peptide in multiple from few to thousands copies on their surface and such constructs are very immunogenic without the use of an adjuvant.",
"Moreover, IAVs have unique characteristics compared to other viral vectors: they are stable, they can display a peptide in multiple from few to thousands copies on their surface and such constructs are very immunogenic without the use of an adjuvant. In addition, IAVs allow the immune system to focus on a specific epitope of interest instead of the whole protein, which is of great importance, since an important aspect for successful HIV-1 vaccine design is to focus on the induction of neutralizing antibodies against the specific neutralizing epitopes while at the same time avoiding the induction of ineffective antibodies against the numerous non-neutralizing epitopes of the HIV-1 glycoproteins, which act as decoys for the immune system. Ideally, an effective HIV-1 vaccine should be able to stimulate both humoral and cellular immune responses.",
"Ideally, an effective HIV-1 vaccine should be able to stimulate both humoral and cellular immune responses. Recently, adenoviral vectors were tested in clinical trials as HIV-1 vaccine carriers in order to induce cellular immunity, but they were shown to impose serious health risks for humans. On the other hand, IAVs are able to induce cellular immunity and at the same time they have been demonstrated to be safe for administration in animals and humans.",
"On the other hand, IAVs are able to induce cellular immunity and at the same time they have been demonstrated to be safe for administration in animals and humans. These characteristics of IAVs, conferred by their structural and biological properties, make them effective antigen display vectors that can induce strong and specific humoral and cellular immune responses against the displayed antigen. These properties of IAVs along with newly discovered broadly neutralizing anti-HIV-1 antibodies, pave the way for the development of an effective HIV-1 vaccine."
] | 1,730 | 326 |
What regulates the secretion of proinflammatory cytokines? | Nod-like receptor family, pyrin domain-containing 3 | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
] | 1,595 | 279 |
Where does the NLRP3 inflammasome activate after a SARS-CoV infection? | in lipopolysaccharide-primed macrophages | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What ion channel is essential for 3a-mediated IL-1Beta secretion? | ion channel activity of the 3a protein | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What are viroporins? | transmembrane pore-forming viral proteins | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What is the genus of the SARS coronavirus? | Betacoronavirus | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What is the family of the SARS coronavirus? | Coronaviridae | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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Is the SARS coronavirus enveloped? | enveloped | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
] | 1,595 | 285 |
Is the SARS coronavirus single-stranded or double-stranded? | single-stranded | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
] | 1,595 | 287 |
How many laboratory-confirmed cases of SARS coronavirus infections were reported between November 2002 and July 2003? | At least 8,098 | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What was the fatality rate of the SARS coronavirus outbreak between November 2002 and July 2003? | 9.6% | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What are examples of proinflammatory cytokines? | tumor necrosis factor (TNF)-α, interleukin (IL)-1β, and IL-6 | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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How does NLRP3 detect RNA viral infection? | by sensing the cellular damage or distress induced by viroporins | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
] | 1,595 | 292 |
How many amino acids are in the SARS-CoV E protein? | 76 amino acids | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
] | 1,595 | 293 |
What type of ion channels are formed by the SARS-CoV E protein? | Ca 2+ -permeable | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
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What does the SARS-CoV protein activate? | NLRP3 inflammasome | [
"Nod-like receptor family, pyrin domain-containing 3 NLRP3 regulates the secretion of proinflammatory cytokines interleukin 1 beta IL-1β and IL-18. We previously showed that influenza virus M2 or encephalomyocarditis virus EMCV 2B proteins stimulate IL-1β secretion following activation of the NLRP3 inflammasome. However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown.",
"However, the mechanism by which severe acute respiratory syndrome coronavirus SARS-CoV activates the NLRP3 inflammasome remains unknown. Here, we provide direct evidence that SARS-CoV 3a protein activates the NLRP3 inflammasome in lipopolysaccharide-primed macrophages. SARS-CoV 3a was sufficient to cause the NLRP3 inflammasome activation. The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion.",
"The ion channel activity of the 3a protein was essential for 3a-mediated IL-1β secretion. While cells uninfected or infected with a lentivirus expressing a 3a protein defective in ion channel activity expressed NLRP3 uniformly throughout the cytoplasm, NLRP3 was redistributed to the perinuclear space in cells infected with a lentivirus expressing the 3a protein. K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation.",
"K + efflux and mitochondrial reactive oxygen species were important for SARS-CoV 3a-induced NLRP3 inflammasome activation. These results highlight the importance of viroporins, transmembrane pore-forming viral proteins, in virus-induced NLRP3 inflammasome activation. Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length.",
"Text: Severe acute respiratory syndrome coronavirus SARS-CoV , a member of the genus Betacoronavirus within the family Coronaviridae, is an enveloped virus with a single-stranded positive-sense RNA genome of approximately 30 kb in length. The 5 two-thirds of the genome encodes large polyprotein precursors, open reading frame ORF 1 and ORF1b, which are proteolytically cleaved to generate 16 non-structural proteins . .",
". The 3 one-third of the genome encodes four structural proteins, spike S , envelope E , matrix M and nucleocapsid N , and non-structural proteins, along with a set of accessory proteins 3a, 3b, 6, 7a, 7b, 8a, 8b, and 9b Perlman and Dandekar, 2005; Tan et al., 2005 . SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 .",
"SARS-CoV is the etiological agent of SARS Drosten et al., 2003; Fouchier et al., 2003; Ksiazek et al., 2003; Kuiken et al., 2003; Peiris et al., 2003 . At least 8,098 laboratory-confirmed cases of human infection, with a fatality rate of 9.6%, were reported to the World Health Organization from November 2002 to July 2003. High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients .",
"High levels of proinflammatory cytokines, including tumor necrosis factor TNF -α, interleukin IL -1β, and IL-6, were detected in autopsy tissues from SARS patients . . Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood.",
"Although dysregulation of inflammatory cytokines may be involved in lung injury and the pathogenesis of SARS-CoV, the underlying molecular mechanisms are not fully understood. The innate immune systems utilizes pattern recognition receptors PRRs to detect pathogen-associated molecular patterns Medzhitov, 2001; Kawai and Akira, 2010 . Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection.",
"Recognition of virus infection plays an important role in limiting virus replication at the early stages of infection. Nod-like receptor family, pyrin domain-containing 3 NLRP3 is activated by a wide variety of stimuli, including virus infection . .",
". Four models describing activation of the NLRP3 inflammasome have been proposed thus far Hornung and Latz, 2010; Schroder et al., 2010; Tschopp and Schroder, 2010 . First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 .",
"First, the disturbances in intracellular ionic concentrations, including K + efflux and Ca 2+ influx, play an important role Fernandes-Alnemri et al., 2007; Petrilli et al., 2007; Arlehamn et al., 2010; Ichinohe et al., 2010; Ito et al., 2012; Murakami et al., 2012; Munoz-Planillo et al., 2013 . Second, cathepsin B and L, which are specific lysosomal cysteine proteases, are though to play a role after phagocytosis of cholesterol crystals . , fibrillar peptide amyloid-beta , silica crystals, and aluminum salts .",
", fibrillar peptide amyloid-beta , silica crystals, and aluminum salts . Third is the release of reactive oxygen species ROS or mitochondrial DNA from damaged mitochondria Zhou et al., , 2011 Nakahira et al., 2011; Shimada et al., 2012 . Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"Finally, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Upon activation, the NLRP3 is recruited to the mitochondria via association with mitochondrial antiviral signaling MAVS or mitofusin 2 expressed on the outer mitochondrial membrane Subramanian et al., 2013 ; these molecules then recruit the apoptosis-associated speck-like protein containing a caspase recruitment domain ASC and pro-caspase-1 to form the NLRP3 inflammasome. This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 .",
"This event activates the downstream molecule, caspase-1, which catalyzes the proteolytic processing of pro-IL-1β and pro-IL-18 into their active forms and stimulates their secretion Kayagaki et al., 2015; Shi et al., 2015 . It is increasingly evident that NLRP3 detects RNA viruses by sensing the cellular damage or distress induced by viroporins Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 , transmembrane pore-forming proteins, encoded by certain RNA viruses; these proteins alter membrane permeability to ions by forming membrane channels Tan et al., 2005; Chen and Ichinohe, 2015 . A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 .",
"A recent study shows that the SARS-CoV E protein, which comprise only 76 amino acids, forms Ca 2+ -permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . Although the E and 3a proteins of SARS-CoV, which comprise 274 amino acids and contain three transmembrane domains Zeng et al., 2004; Lu et al., 2006 , are thought to act as Na + /K + and K + channels, respectively Wilson et al., 2004; Lu et al., 2006; Torres et al., 2007; Parthasarathy et al., 2008; Pervushin et al., 2009; Wang et al., 2011 , the role of the 3a protein in activating the NLRP3 inflammasome remains unknown. Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome.",
"Here, we examined the role of the 3a protein in activating the NLRP3 inflammasome. Six-week-old female C57BL/6 mice were purchased from The Jackson Laboratory. All animal experiments were approved by the Animal Committees of the Institute of Medical Science The University of Tokyo . Bone marrow-derived macrophages BMMs were prepared as described previously . .",
"Bone marrow-derived macrophages BMMs were prepared as described previously . . In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque .",
"In brief, bone marrow was obtained from the tibia and femur by flushing with Dulbecco's modified Eagle's medium DMEM; Nacalai Tesque . Bone marrow cells were cultured for 5 days in DMEM supplemented with 30% L929 cell supernatant containing macrophage colony-stimulating factor, 10% heat-inactivated fetal bovine serum FBS , and L-glutamine 2 mM at 37 • C/5% CO 2 . HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque .",
"HEK293FT cells a human embryonic kidney cell line and HeLa cells a human epithelial carcinoma cell line were maintained in DMEM supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . MDCK cells Madin-Darby canine kidney cells and HT-1080 cells a human fibrosarcoma cell line were grown in Eagle's minimal essential medium E-MEM; Nacalai Tesque supplemented with 10% FBS, penicillin 100 units/ml , and streptomycin 100 µg/ml Nacalai Tesque . Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs .",
"Influenza A virus strain A/PR8 H1N1 was grown at 35 • C for 2 days in the allantoic cavities of 10-day-old fertile chicken eggs . . The viral titer was quantified in a standard plaque assay using MDCK cells . . Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain .",
". Plasmids cDNAs encoding the E and M proteins of SARS-CoV Frankfurt 1 strain . were obtained by reverse transcription and PCR of total RNA extracted from SARS-CoVinfected Vero cells, followed by PCR amplification using specific primers. pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan .",
"pcDNA3.1D-3a-V5His was provided by Ming-Fu Chang National Taiwan University College of Medicine, Taipei, Taiwan . To generate the plasmids pLenti6-E-V5His, pLenti6-3a-V5His, and pLenti-M-V5His, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets and then ligated into pLenti6-TOPO vectors Invitrogen . To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively .",
"To generate plasmids pCA7-flag-E, pCA7-flag-3a, and pCA7flag-M, pCA7-HA-E, pCA7-HA-3a, and pCA7-HA-M, cDNA fragments of E, 3a, and M were amplified from pcDNA3.1D-E-V5His, pcDNA3.1D-3a-V5His, and pcDNA3.1D-M-V5His using specific primer sets, digested with EcoR I and Not I, and subcloned into the EcoR I-Not I sites of the pCA7-flag-ASC plasmid or pCA7-HA-M2 plasmid, respectively . . To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets.",
"To construct plasmids expressing the E mutant V25F, the mutated E fragments were amplified by inverse PCR with wildtype E-containing plasmids and specific primer sets. The PCR products were cleaved by Dpn I, ligated in a ligase-and T4 kinase-containing reaction and then transformed into DH5α competent cells TOYOBO . To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above.",
"To construct plasmids expressing the 3a mutant 3a-CS, fragments were amplified from wildtype 3a-containing plasmids using 3a-specific primer sets and transformed as described above. HEK293FT cells were seeded in 24-well cluster plates and transfected with 1 µg pLenti6-E/3a/M-V5His, pLenti-GFP green fluorescent protein , or pLenti-M2 using polyethylenimine PEI Max. At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA .",
"At 24 h post-transfection, the cells were lysed with RIPA buffer 50 mM Tris-HCl, 1% NP-40, 0.05% sodium dodecyl sulfate SDS , 150 mM NaCl and 1 mM EDTA . And the lysates were subjected to SDS-polyacrylamide gel electrophoresis PAGE followed by electroblotting onto polyvinylidene difluoride PVDF membranes. The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen .",
"The membranes were incubated over night with mouse anti-V5-tag R960-25, Invitrogen , mouse anti-influenza A virus M2 14C2, Abcam , mouse anti-GFP GF200, Nacalai Tesque , or rabbit antitubulin DM1A, Santa Cruz antibodies, followed by horseradish peroxide-conjugated anti-mouse IgG Jackson Immuno Research Laboratories or anti-rabbit IgG Invitrogen . After washing 3 times with washing buffer 0.05% Tween-20/PBS , the membranes were exposed using Chemi-Lumi One Super Nacalai Tesque , and the chemiluminescent signals were captured by an ImageQuant LAS-4000 mini apparatus GE Healthcare . To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 .",
"To generate lentiviruses expressing V5-tagged SARS-CoV E, 3a, and M proteins, the full-length cDNA encoding each viral protein was cloned into the pLenti6.3/V5-TOPO vector Invitrogen using the following primers: SARS-CoV E forward, 5 -caccatgtactcattcgtttcgga-3 , and reverse, 5 -gaccagaagatcaggaactc-3 ; SARS-CoV 3a forward, 5caccatggatttgtttatgagatt-3 , and reverse, 5 -caaaggcacgctagtagtcg-3 ; SARS-CoV M forward, 5 -caccatggcagacaacggtactat-3 , and reverse, 5 -ctgtactagcaaagcaatat-3 . Sub-confluent monolayers of HEK293FT cells seeded in a collagen-coated dish 10 cm in diameter were transfected with 3 µg of pLenti6.3/V5-TOPO vector expressing each viral protein or EGFP together with ViraPower Packaging Mix Invitrogen using Lipofectamine 2000 Invitrogen . The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection .",
"The supernatants containing lentiviruses were harvested and filtered through a 0.45 µm filter Millipore at 72-96 h post-transfection . . The lentiviral titer was then quantified using HT-1080 cells as described previously .",
". The lentiviral titer was then quantified using HT-1080 cells as described previously . Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively.",
"Bone marrow-derived macrophages were plated at a density of 8 × 10 5 in 24-well plate and infected with A/PR8 influenza virus or lentivirus at a multiplicity of infection MOI of 5 or 0.2 for 1 h, respectively. Then, BMMs were stimulated with 1 µg/ml of LPS and cultured for additional 23 h in complete media. Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris.",
"Supernatants were collected at 24 h post-infection and centrifuged to remove cell debris. The amount of IL-1β in the supernatants was measured in an enzyme-linked immunosorbent assay ELISA using paired antibodies eBioscience Ichinohe et al., 2010 . To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi .",
"To clarify the cellular localization of the wild-type and mutant 3a proteins of SARS-CoV, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-flag-3a or pCD7-flag-3a-CS together with 0.5 µg of ER-mCherry or DsRed-Golgi . . At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS.",
"At 24 h post-transfection, cells were fixed with 4% paraformaldehyde and permeabilized with 1% Triton X-100/PBS. After washing with PBS and blocking with 4% BSA/PBS, the cells were incubated with a mouse anti-flag antibody M2, Sigma followed by incubation with Alexa Fluor 488-conjugated goat anti-mouse IgG H+L Life Technologies . To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3.",
"To observe the cellular distribution of NLRP3 in the E-or 3a-expressing cells, HeLa cells were cultured on coverslips and transfected with 1 µg of pCA7-HA-E, pCA7-HA-EV25F, pCA7-HA-3a, pCA7-HA-3a-CS, or pCA7 control vector together with 0.5 µg of pCA7-NLRP3. At 24 h post-transfection, cells were fixed and permeabilized with 4% paraformaldehyde and 1% Triton X-100/PBS. After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies .",
"After washing and blocking, the cells were incubated with rabbit anti-HA 561, MBL and mouse anti-NLRP3 Cryo-2; AdipoGen antibodies, followed by Alexa Fluor 488-conjugated goat anti-rabbit IgG H+L and Alexa Fluor 568-conjugated goat anti-mouse IgG H+L Life Technologies . Fluorescent signals were observed by confocal microscopy A1R + , Nikon . Statistical significance was tested using a two-tailed Student's t-test.",
"Statistical significance was tested using a two-tailed Student's t-test. P-values < 0.05 were considered statistically significant. We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 .",
"We previously demonstrated that the influenza virus M2 protein a proton-selective ion channel , its H37G mutant which has lost its proton selectivity and enables the transport of other cations such as Na + and K + , and the EMCV 2B protein a Ca 2+ channel stimulates NLRP3 inflammasome-mediated IL-1β secretion Ichinohe et al., 2010; Ito et al., 2012 . In addition, the SARS-CoV E protein acts as a Ca 2+ -permeable ion channels that activates the NLRP3 inflammasome Nieto- Torres et al., 2015 . The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation.",
"The fact that 3a protein of SARS-CoV acts as viroporin prompted us to examine whether it also triggers inflammasome activation. Thus, we first generated lentivirus plasmids expressing V5-tagged proteins and confirmed their expression in HEK293FT cells by immunoblot analysis Figures 1A-C . We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins.",
"We next transduced lipopolysaccharide LPS -primed BMMs with the lentiviruses expressing the SARS-CoV E, 3a, M, influenza virus M2, or EMCV 2B proteins. Consistent with previous reports Ichinohe et al., Figure 1D . Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D .",
"Similarly, the lentiviruses expressing the SARS-CoV E or 3a proteins stimulated IL-1β release from LPS-primed BMMs Figure 1D . Furthermore, IL-1β secretion from LPSprimed BMMs co-infected with E-and 3a-expressing lentiviruses was significantly higher than that from SARS-CoV E-expressing lentivirus-infected cells Figure 1E . These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs.",
"These data indicated that the expression of SARS-CoV viroporin 3a is sufficient to stimulate IL-1β secretion by LPS-primed BMMs. Previous studies demonstrated that the N-terminal 40 amino acids of the SARS-CoV E protein are important for ion channel formation, and that mutations N15A and V25F located in the transmembrane domain from amino acid residues 7-38 prevent ion conductivity Wilson et al., 2004; Torres et al., 2007; Verdia-Baguena et al., 2012 . In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 .",
"In addition, the SARS-CoV 3a protein contains a cysteine-rich domain amino acid residues 127-133 that is involved in the formation of a homodimer to generate the ion channel Lu et al., 2006; Chan et al., 2009 . Thus, mutation of the cysteine-rich domain blocks the ion conductivity by the 3a protein . .",
". To this end, we substituted amino acids Cys-127, Cys-130, and Cys-133 within the cysteine-rich domain of the SARS-CoV 3a protein with serine to generate a lentivirus expressing the ion channel activity-loss mutant, 3a-CS Chan et al., 2009; Figure 2A . To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins.",
"To test whether the ion channel activity of the SARS-CoV 3a protein is required to stimulate secretion of IL-1β, we transduced LPSprimed BMMs with lentiviruses expressing the SARS-CoV E, V25F, 3a, 3a-CS, or M proteins. Consistent with a previous report Nieto -Torres et al., 2015 , we found that the V25F mutant lentivirus failed to stimulate IL-1β release from BMMs Figure 2B . Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion.",
"Notably, the 3a-CS mutant completely abrogated IL-1β secretion Figure 2B , suggesting that the ion channel activity of the 3a protein is required for SARS-CoV 3a-induced IL-1β secretion. FIGURE 4 | NLRP3 inflammasome activation by SARS-CoV 3a. HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope.",
"HeLa cells were transfected with the expression plasmid encoding NLRP3 and that encoding HA-tagged SARS-CoV 3a, 3a-CS, E, or V25F, and by with a confocal microscope. Scale bars, 10 µm. Data are representative of at least three independent experiments. Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy.",
"Next, we determined the subcellular localization of the SARS-CoV 3a protein using confocal microscopy. When the SARS-CoV Cell-free supernatants were collected at 24 h lentiviruses or 6 h ATP post-infection or stimulation, and analyzed for IL-1β by ELISA. Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001.",
"Data are representative of at least three independent experiments, and indicate the mean ± SD; * * P < 0.01 and * * * P < 0.001. 3a protein was expressed in HeLa cells, we observed two main distribution patterns. Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A .",
"Consistent with previous reports Yu et al., 2004; Yuan et al., 2005 , the 3a protein localized to the Golgi apparatus Figure 3A . In addition, the 3a proteins concentrated in spot structures, which mainly localized to the endoplasmic reticulum ER Figure 3B . By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B .",
"By contrast, the 3a-CS mutant was concentrated in the Golgi apparatus rather than in the ER and did not form spot structures Figures 3A,B . We next examined the intracellular localization of NLRP3. Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 .",
"Activation of the NLRP3 inflammasome led to a redistribution from the cytosol to the perinuclear space, a process considered as a hallmark of NLRP3 activation Zhou et al., 2011; Ito et al., 2012; Johnson et al., 2013; Moriyama et al., 2016 . Although cells expressing the ion channel activity-loss mutants 3a-CS or V25F uniformly expressed NLRP3 throughout the cytoplasm, it was redistributed to the perinuclear region in SARS-CoV 3a-or E-expressing cells Figure 4 . Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome.",
"Together, these data provide evidence that the ion channel activity of the SARS-CoV 3a protein is essential for triggering the NLRP3 inflammasome. Both K + Efflux and ROS Production Are Involved in the IL-1β Release Induced by the SARS-CoV 3a Protein Finally, we investigated the mechanism by which SARS-CoV 3a triggers NLRP3 inflammasome activation. A previous study showed that the 3a protein of SARS-CoV acts as a K + channel .",
"A previous study showed that the 3a protein of SARS-CoV acts as a K + channel . . In addition, K + efflux is a well-known activator of the NLRP3 inflammasome Mariathasan et al., 2006; Petrilli et al., 2007 . These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion.",
"These observations prompted us to examine whether K + efflux is required for 3a-mediated IL-1β secretion. To this end, BMMs in K + -rich medium were infected with influenza A virus or lentiviruses expressing the SARS-CoV E or 3a proteins. In agreement with a previous result .",
"In agreement with a previous result . , we found that IL-1β secretion caused by influenza virus was completely blocked when the extracellular K + concentration was increased to 130 mM Figure 5A . The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B .",
"The inhibitory effect of the K + -rich medium was also observed when cells were stimulated with lentiviruses expressing the SARS-CoV E or 3a proteins Figure 5B . Since mitochondrial ROS are important for NLRP3 inflammasome activation Nakahira et al., 2011; Zhou et al., 2011 , we next stimulated BMMs with extracellular ATP or lentiviruses expressing the SARS-CoV E or 3a proteins in the presence or absence of the antioxidant, Mito-TEMPO, a scavenger that is specific for mitochondrial ROS Trnka et al., 2009 . As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A .",
"As reported previously Nakahira et al., 2011; Ito et al., 2012 , treatment of BMMs with Mito-TEMPO completely blocked IL-1β secretion in response to ATP Figure 6A . Similarly, IL-1β release induced by the SARS-CoV E and 3a proteins was significantly inhibited by Mito-TEMPO Figure 6B . These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome.",
"These observations indicate that the SARS-CoV 3a protein disrupts intracellular ionic concentrations and causes mitochondrial damages, thereby activating the NLRP3 inflammasome. In summary, we found that the ion channel activity of SARS-CoV 3a protein is essential for activation of the NLRP3 inflammasome. In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion.",
"In addition, both K + efflux and mitochondrial ROS production are required for SARS-CoV 3a-mediated IL-1β secretion. Thus far, several models have been proposed to explain NLRP3 inflammasome activation by RNA viruses. First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 .",
"First, viral RNA or RNA cleavage products generated by RNase L activate the NLRP3 inflammasome via the DExD/H-box helicase, DHX33 Allen et al., 2009; Mitoma et al., 2013; Chen et al., 2014; Chakrabarti et al., 2015 . Second, viroporins encoded by RNA viruses activates the NLRP3 inflammasome Ichinohe et al., 2010; Ito et al., 2012; Triantafilou et al., 2013; Nieto-Torres et al., 2015 . In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome .",
"In the case of influenza virus, the proton-selective M2 ion channel in the acidic trans-Golgi network activates the NLRP3 inflammasome . . Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein.",
"Interestingly, an M2 mutant in which histidine was substituted with glycine at position 37 H37G , causing loss of proton selectivity, enables transport of other cations i.e., Na + and K + , thereby leading to enhanced secretion of IL-1β from LPS-primed BMMs and dendritic cells when compared with the wild-type M2 protein. In addition, the 2B proteins of EMCV, poliovirus, enterovirus 71 EV71 , and human rhinovirus a member of the Picornaviridae family triggers NLRP3 inflammasome activation by inducing Ca 2+ flux from the ER and Golgi compartments Ito et al., 2012; Triantafilou et al., 2013 . Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 .",
"Furthermore, hepatitis C virus stimulates NLRP3 inflammasome-mediated IL-1β production though its p7 viroporin Negash et al., 2013; Farag et al., 2017 . Third, a recent study has demonstrated that the 3D protein of EV71 directly interacts with NLRP3 to facilitate the assembly of NLRP3 inflammasome complex . .",
". In the case of SARS-CoV, the viroporin E forms forms Ca 2+permeable ion channels and activates the NLRP3 inflammasome Nieto-Torres et al., 2015 . In addition, another viroporin 3a was found to induce NLRP3 inflammasome activation . . Although alanine substitution at Cys-133, which is required for dimer or tetramer formation .",
". Although alanine substitution at Cys-133, which is required for dimer or tetramer formation . , still allows activation of the NLRP3 inflammasome by interacting with caspase-1 .",
", still allows activation of the NLRP3 inflammasome by interacting with caspase-1 . , the ion channel activity-loss mutant 3a-CS Cys-to-Ser substitution at positions Cys-127, Cys-130, and Cys-133 Chan et al., 2009 completely abrogated IL-1β secretion from LPS-primed BMMs, suggesting that the 3a protein of SARS-CoV has the ability to induce the NLRP3 inflammasome activation by multiple mechanisms. Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel .",
"Previous studies show that the 3a protein of SARS-CoV is localized to the plasma membrane Minakshi and Padhan, 2014 and acts as a K + channel . , thereby presumably stimulating the K + efflux at the plasma membrane. Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM.",
"Indeed, we found that IL-1β secretion caused by the 3a protein was significantly inhibited when the extracellular K + concentration increased to 130 mM. Although it remains unclear whether another viroporin 8a of SARS-CoV Castano-Rodriguez et al., 2018 activates the NLRP3 inflammasome, these data highlights the importance of viroporins in SARS-CoV-induced NLRP3 inflammasome activation. A better understanding of the mechanism that governs the NLRP3 inflammasome will facilitate the development of more effective interventions for the treatment of infectious diseases and increase our understanding of viral pathogenesis."
] | 1,595 | 296 |
What is critical to the development of a protective granuloma in tuberculosis infections? | tumor necrosis factor-α | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 887 |
What is tumor necrosis factor-alpha? | cytokines | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 888 |
What regulates the activity of MAPK activity? | MAPK phosphatase-1 | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 889 |
What causes tuberculosis? | Mycobacterium tuberculosis | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 890 |
What percentage of the world has been infected by tuberculosis? | one third of the world's population | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 891 |
How many new tuberculosis cases are there each year worldwide? | 9.2 million | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 892 |
What are some mitogen activated protein kinases? | extracellular signal-regulated kinase 1 and 2 (ERK1/2), p38 MAPK, and c-Jun N-terminal kinase (JNK) | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 893 |
How is MAPK activated? | phosphorylation | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 894 |
What enzymes are involved with phosphorylation? | tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases (DUSPs) | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 895 |
How many MAPK phosphatases exist? | at least 10 | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 896 |
What is lipopolysaccharide? | a cell wall component of Gram-negative bacteria | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 897 |
What is Staph aureus? | Gram positive bacteria | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 898 |
What protein is in the critical path of immunity and cytokine expression? | MAPK | [
"BACKGROUND: Mycobacterium tuberculosis MTB is a major cause of morbidity and mortality in the world. To combat against this pathogen, immune cells release cytokines including tumor necrosis factor-α TNF-α , which is pivotal in the development of protective granulomas. Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes.",
"Our previous results showed that Bacillus Calmette Guerin BCG , a mycobacterium used as a model to investigate the immune response against MTB, stimulates the induction of TNF-α via mitogen-activated protein kinase MAPK in human blood monocytes. Since MAPK phosphatase-1 MKP-1 is known to regulate MAPK activities, we examined whether MKP-1 plays a role in BCG-induced MAPK activation and cytokine expression. RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression.",
"RESULTS: Primary human blood monocytes were treated with BCG and assayed for MKP-1 expression. Our results demonstrated that following exposure to BCG, there was an increase in the expression of MKP-1. Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 .",
"Additionally, the induction of MKP-1 was regulated by p38 MAPK and extracellular signal-regulated kinase 1 and 2 ERK1/2 . Surprisingly, when MKP-1 expression was blocked by its specific siRNA, there was a significant decrease in the levels of phospho-MAPK p38 MAPK and ERK1/2 and TNF-α inducible by BCG. CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity.",
"CONCLUSIONS: Since TNF-α is pivotal in granuloma formation, the results indicated an unexpected positive function of MKP-1 against mycobacterial infection as opposed to its usual phosphatase activity. Text: Tuberculosis TB remains a major cause of morbidity and mortality in the world, especially in the developing countries . The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen.",
"The disease is caused by Mycobacterium tuberculosis MTB and approximately one third of the world's population has been infected by this pathogen. In a recent report, World Health Organization WHO estimated that there are 9.2 million new TB cases around the world in 2006 . In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism.",
"In response to MTB infection, induction of cytokines by immune cells is an important defense mechanism. The infected macrophages secrete intercellular signaling factors, proinflammatory cytokines, to mediate the inflammatory response leading to the formation of granuloma and induction of T-cell mediated immunity . In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest.",
"In order to understand TB pathogenesis, signaling pathways induced by mycobacteria have long been a subject of interest. Mitogen activated protein kinases MAPKs including extracellular signal-regulated kinase 1 and 2 ERK1/2 , p38 MAPK, and c-Jun N-terminal kinase JNK have been implicated as important cellular signaling molecules activated by mycobacteria . Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv .",
"Previous reports have shown that p38 MAPK and ERK1/2 are required in the induction of TNF-α expression in human monocytes infected with M. tuberculosis H37Rv . We have further revealed the significant role of MAPKs in the signal transduction events of mycobacterial activation of primary human blood monocytes PBMo leading to cytokine expressions via the interaction with PKR . However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated.",
"However, the subsequent events as to how MAPK is regulated and how such regulation affects cytokine production in response to mycobacteria remain to be elucidated. Since MAPKs are activated by phosphorylation, dephosphorylation of MAPKs seems to be an efficient process to inactivate their activities. It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs.",
"It can be achieved by specific protein kinase phosphatases which can remove the phosphate group from MAPKs. Examples of these phosphatases include tyrosine phosphatases, serine/threonine phosphatases, and dual-specificity phosphatases DUSPs . Some DUSPs are also known as MAPK phosphatases MKPs .",
"Some DUSPs are also known as MAPK phosphatases MKPs . Currently, there are at least 10 MKPs identified, while MKP-1 is the most studied member of the family. The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria.",
"The regulatory role of MKP-1 on cytokine induction is best demonstrated by MKP-1 knockout KO macrophages in response to lipopolysaccharide LPS , a cell wall component of Gram-negative bacteria. MKP-1 KO macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α in response to LPS treatment . Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity .",
"Consistent with these results, another group further revealed that LPS-treated MKP-1 KO bone marrow-derived macrophages show increased AP-1 DNA-binding activity . Also, they showed that LPS-induced MKP-1 expression is dependent on myeloid differentiation factor 88 MyD88 and TIR domain-containing adaptor inducing IFN-β TRIF , thus demonstrating the role of MKP-1 in signal transduction. Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities .",
"Not only LPS, other TLR inducers including CpG, peptidoglycan, poly IC, and Pam 3 Cys can regulate cytokine expressions including TNF-α, IL-10 via MKP-1 activities . In these processes, MKP-1 serves to mitigate the undesirable effects of septic shock and maintain organ functions by restraining the inflammatory responses following bacterial infection. Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria.",
"Another example of MKP-1 function is the immune response to Staphylococcus aureus S. aureus , a Gram positive bacteria. There are higher levels of cytokine production including TNF-α, IL-6, and MIP-1α in MKP-1 KO mice infected with S. aureus . Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus .",
"Also, the mice would have a rapid development of multiorgan dysfunction as well as faster mortality rate upon challenge with heat-killed S. aureus . Taken together, these results suggest that MKP-1 protects the host from overactivation of the immune system in response to Gram negative or Gram positive bacteria. In the past, it was believed that different MKP/DUSP family members have overlapping functions.",
"In the past, it was believed that different MKP/DUSP family members have overlapping functions. However, the emergence of DUSP2 turned the concept up side down . It was shown that DUSP2 behaves differently and is opposite to the function as stated above.",
"It was shown that DUSP2 behaves differently and is opposite to the function as stated above. In DUSP2 KO cells, they produced less inflammatory mediators, implying that DUSP2 may play a role in mediating instead of limiting inflammation. For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts .",
"For instances, when DUSP2 KO macrophages were treated with LPS, there were less TNF, IL-6, nitric oxide, IL-12-producing cells when compared to those of the wild type counterparts . When the DUSP2 KO bone marrow-derived mast cells were first sensitized with immunoglobulin E IgE receptor FcεRI and then stimulated with dinitrophenol-heat stable antigen, they produced lower TNF mRNA levels, diminished IL-6 production, less phosphorylation of ERK1/2, p38 MAPK, and less transcriptional activities by Elk1 and NFAT-AP-1 . These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs .",
"These unexpected positive regulations of immune cell functions by DUSP2 have been hypothesized to be due to crosstalks between MAPKs . Stimulation of KO mast cells and macrophages showed increases in phosphorylation of JNK. Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK .",
"Moreover, inhibition of JNK by small molecule inhibitors showed increases in phosphorylation of ERK . The authors also showed that there were physical interactions of DUSP2 with ERK2, DUSP2 with JNK2, as well as DUSP2 and p38 MAPK after stimulation of the cells with dinitrophenol-heat stable antigen. Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation.",
"Nevertheless, the details of the crosstalks between MAPKs and phosphatases need further investigation. Thus, the MKP family plays a critical role in the regulation of immune responses. Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells.",
"Innate immune response protects the host from MTB infection by secretion of cytokines including TNF-α in immune cells. Meanwhile, MAPK is one of the critical proteins in the regulation of immunity and cytokine expression. Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes.",
"Since MAPK is regulated by MKP-1 in response to LPS and the activation of MAPK is important in BCGinduced cytokine expression, we hypothesize that MKP-1 plays a critical role in the immune regulation of BCG in human monocytes. We examined the involvement of MKP-1 in BCG-induced MAPK activation and its consequent cytokine expression. Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation.",
"Here, we present evidences that MKP-1 plays an unexpected role in the regulation of cytokine induction by BCG through its control of MAPK phosphorylation. It has been reported that many inducers including growth factors, LPS, peptidoglycan, and dexamethasone can stimulate the expression of MKP-1 in human macrophages, microglia, mast cells or fibroblasts . To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method.",
"To investigate the role of different TLR inducers in MKP-1 induction process in human blood monocytes, the level of MKP-1 mRNA was measured by quantitative polymerase chain reaction QPCR method. PBMo were isolated from primary human blood mononuclear cells and stimulated with Pam 3 Cys TLR2 agonist , poly IC TLR3 agonist , or LPS TLR4 agonist for 1 and 3 hours. Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A .",
"Following exposure to Pam 3 Cys or LPS, there were significant inductions of MKP-1 mRNA levels within 1 hour of treatment Figure 1A . These effects on MKP-1 induction continued for 3 hours post-treatment with Pam 3 Cys Figure 1A . In contrast, poly IC did not induce MKP-1 Figure 1A .",
"In contrast, poly IC did not induce MKP-1 Figure 1A . The results indicate that different inducers showed differential up-regulation of MKP-1 expression. LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro .",
"LPS has been extensively used to demonstrate the role of MKP-1 in immune response both in vivo and in vitro . To establish a foundation for interpretation of subsequent experimental results, LPS was used as a positive control for the induction of MKP-1 expression. To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR.",
"To determine the levels of MKP-1 in response to LPS, kinetics of MKP-1 transcription were determined by QPCR. There was a significant induction of MKP-1 mRNA, which peaked as early as 1 hour upon LPS stimulation, and the levels gradually decreased over a course of 6 hours. These results showed that LPS induced MKP-1 expression Figure 1B .",
"These results showed that LPS induced MKP-1 expression Figure 1B . Next, to demonstrate the induction of specific phosphatases by BCG, kinetics of MKP-1 expression in PBMo was studied by using QPCR during BCG treatment. Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A .",
"Similar to the results produced by LPS, upon the addition of BCG MOI = 1 CFU/cell , there was a significant induction of MKP-1 mRNA within 1 hour of BCG treatment as determined by Taqman probe specific for MKP-1 Figure 2A . The effects lasted for at least 6 hours Figure 2A . To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting.",
"To examine whether the changes of protein production were in parallel to that of the mRNA levels, the protein levels of MKP-1 were measured by Western blotting. In response to BCG, PBMo produced the MKP-1 protein as early as 30 minutes after treatment. The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B .",
"The protein levels were maintained for 2 hours and dropped to basal levels at 3 hours Figure 2B . The results demonstrated that there was MKP-1 induction in response to BCG activation in human monocytes. It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages .",
"It has been shown that inhibition of p38 MAPK either by specific inhibitor or siRNA reduced the expression of MKP-1 in LPS-or peptidoglycan-treated macrophages . To determine the mechanisms involved in the BCGinduced MKP-1 expression, PBMo were pretreated with several inhibitors including PD98059 inhibitor for MAP kinase kinase MEK or ERK1/2 , SB203580 inhibitor for p38 MAPK , SP600125 inhibitor for JNK , and CAPE inhibitor for NF-κB for 1 hour. A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions.",
"A range of concentrations of each inhibitor was used to test their optimal concentrations and effects on cell viability and kinase inhibitions. BCG was added afterwards and total RNA was harvested. The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 .",
"The results demonstrated that, with the inhibition of ERK1/2 and p38 MAPK activities by their corresponding relatively specific inhibitors, MKP-1 expressions were significantly reduced Figure 3 . In addition, using higher dose of SB203580, we showed that the inhibition is increased further data not shown . On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 .",
"On the contrary, pretreatment of the cells with CAPE and SP600125 did not affect the induction of MKP-1 by BCG Figure 3 . These results suggest that BCG-induced MKP-1 expression is dependent on both p38 MAPK and ERK1/2. Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes.",
"Throughout the above experiments, the primary goal was to examine the induction of MKP-1 by BCG in human monocytes. Thus, to further examine the role of MKP-1 in BCG-induced signaling, transfection of siRNA into PBMo was used to knockdown the activity of MKP-1. To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours.",
"To demonstrate that the MKP-1 siRNA can indeed knockdown the target gene, PBMo were first transfected with control or MKP-1 siRNA and then treated with BCG for 3 hours. Levels of MKP-1 mRNA were measured by RT-PCR method. In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 .",
"In Figure 4A , BCG stimulated MKP-1 expression lanes 1 and 2 . In MKP-1 siRNA transfected monocytes, induction of MKP-1 by BCG was significantly decreased lanes 2 and 4 . The results showed that the siRNA does abrogate the levels of MKP-1 mRNA.",
"The results showed that the siRNA does abrogate the levels of MKP-1 mRNA. To further determine whether MKP-1 siRNA affects BCGinduced MKP-1 at protein levels, PBMo were treated as above and MKP-1 proteins were measured by Western blotting. The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 .",
"The results showed that BCG could induce MKP-1 proteins as usual for cells transfected with control siRNA Figure 4B , lanes 1-3 . However, the levels of BCGinduced MKP-1 protein expression were reduced in cells transfected with MKP-1 siRNA Figure 4B , lanes 4-6 . Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein.",
"Together, the results suggest that MKP-1 siRNA not only reduced the MKP-1 mRNA in BCG treatment but also abrogated the BCG-induced MKP-1 protein. As stated in the literature , MKP-1 KO mice showed increased TNF-α production in response to LPS. On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system.",
"On the basis of the above MKP-1 siRNA results, LPS was then used as a control to demonstrate the effects of this MKP-1 siRNA system. cytokine expression induced by LPS in MKP-1 siRNA transfected cells suggest that the siRNA system is effective in knocking down the MKP-1 expression and MKP-1 acts as a negative regulator in LPS-induced TNF-α expression. To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method.",
"To investigate the effect of MKP-1 siRNA on BCG-induced cytokine expression, the levels of TNF-α, IL-6 and IL-10 mRNA were measured by QPCR method. PBMo were transfected with either control or MKP-1 siRNA. Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown .",
"Following exposure to BCG with control siRNA, there were significant inductions of TNF-α, IL-6 and IL-10 mRNA levels for 3 hours after treatment as previously reported and data not shown . Next, the effects of MKP-1 siRNA were examined on the cytokine expression induced by BCG. Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D .",
"Surprisingly, there was a significant abrogation of BCGinduced TNF-α expression by MKP-1 siRNA Figure 4D . With the knockdown of MKP-1, the level of BCG-induced TNF-α was only 60% compared to that of the control cells, while BCG-induced IL-6 and IL-10 were unchanged in MKP-1 siRNA transfected cells. The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways .",
"The results revealed that MKP-1 plays a role in the induction of TNF-α expression upon BCG stimulation, which may be different from that of its conventional functions in which MKP-1 acts as a negative regulator in LPS-induced signaling pathways . The unexpected observations in cytokine expression lead to the investigation on the effects of MKP-1 siRNA on BCG-induced MAPK activation. MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 .",
"MKP-1 was found to have a preferential substrate binding to p38 MAPK and JNK than ERK1/2 . The phosphorylation status of MAPKs was assessed in control or MKP-1 siRNA transfected PBMo. Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 .",
"Western blotting results demonstrated that BCGinduced both p38 MAPK and ERK1/2 phosphorylation in 15 minutes data not shown and peaked at 30 minutes, and then returned to basal levels in cells treated with the control siRNA Figure 5 . Similar to the results of cytokine expression, phosphorylation of both p38 MAPK and ERK1/2 in response to BCG was decreased in monocytes transfected with MKP-1 siRNA instead of the expected increase in phosphorylation Figure 5 . The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA.",
"The results suggest that MKP-1 knockdown would result in reduced MAPK phosphorylation by BCG, implying that the reduced level of TNF-α production in BCG stimulated monocytes is due to reduced phosphorylation of MAPKs by MKP-1 siRNA. This report presented evidences that a novel function of MKP-1 is uncovered in cytokine regulation in response to mycobacterial infection. BCG induces MKP-1 as a rapid response Figure 2 .",
"BCG induces MKP-1 as a rapid response Figure 2 . The induction mechanism of MKP-1 by BCG is dependent on both ERK1/2 and p38 MAPK Figure 3 . Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes.",
"Using siRNA approach, the functions of MKP-1 can be examined in primary human monocytes. The results showed that the BCG-induced MAPKs activation as well as cytokine expression are downstream of MKP-1 Figures 4D and 5 . Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression.",
"Thus, MKP-1 is a critical signaling molecule that is involved in BCG-induced cytokine expression. Previous reports have shown that MKP-1 induced by LPS or peptidoglycan is dependent on p38 MAPK . Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors.",
"Accordingly, BCG-induced MKP-1 can be inhibited by both p38 MAPK and ERK1/2 inhibitors. Interestingly, it has been shown that degradation of MKP-1 is reduced after ERK1/2 phosphorylation . It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration.",
"It can be hypothesized that BCG-induced MKP-1 proteins can be stabilized by ERK1/2 and the detailed mechanisms involved require more exploration. Also, since the inhibition of MKP-1 expression by both inhibitors for p38 MAPK and ERK1/ 2 was not complete, it is believed that other proteins may be involved in the BCG-induced MKP-1 expression. On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator.",
"On the basis of the literature results on LPS effects Figure 6 , the original expectation for this project is that MKP-1 acts as a negative regulator. LPS-stimulated MKP-1 KO peritoneal macrophages showed prolonged phosphorylation of p38 MAPK and JNK as well as increased production of TNF-α . In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host.",
"In doing so, LPS-induced MKP-1 could BCG-induced MAPK phosphorylation is decreased by MKP-1 siRNA prevent prolonged TNF-α production as in sepsis which may lead to severe damage to the host. It was expected that BCG induces MKP-1 and its induction would correlate with the dephosphorylation of MAPKs including p38 MAPK. By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG.",
"By blocking the MKP-1 using siRNA, it was expected to have increased p38 MAPK phosphorylation and prolonged TNF-α production in response to BCG. Nevertheless, our results shown here are diametrically opposite. One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA.",
"One possibility for the unexpected results may be due to non-specific effects of transfection or siRNA. However, this was not the case since there was a prolonged and increased TNF-α expression after the MKP-1 siRNA-transfected monocytes were treated with LPS Figure 4C . There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 .",
"There is now a new hypothesis to explain such paradoxical effects of MKP-1 in TNF-α regulation in which the phosphatase plays a role in positive regulation of TNF-α production in response to BCG as in the case of DUSP2 . The structures of MKP-1 and DUSP2 are similar, with which they both contain a MAPK-interacting domain and a phosphatase catalytic site. By contrast, other DUSP may have extra domains, e.g., PEST .",
"By contrast, other DUSP may have extra domains, e.g., PEST . Here, we postulate that the function of MKP-1 in BCG-induced signaling is similar to that of the DUSP2/PAC1. Actually, the discovery of DUSP2 has initially created some paradoxical questions. As described, DUSP2 behaves differently from other MKP family members .",
"As described, DUSP2 behaves differently from other MKP family members . In DUSP2 KO macrophages treated with LPS, they produced less inflammatory mediators including less TNF, IL-6, nitric oxide, and IL-12-producing cells, when compared to that of the wild type counterparts . Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here.",
"Indeed, the results of these published studies on DUSP2 studies are quite similar to that of our reported results here. It is plausible that these unexpected positive regulations of immune cell functions by DUSP2 were due to crosstalks between MAPKs . It was shown that there are interactions between JNK and ERK1/2 pathways .",
"It was shown that there are interactions between JNK and ERK1/2 pathways . Here, we showed that the sustained activation of JNK blocks ERK activation Figure 6 . In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 .",
"In the DUSP2 situation, stimulation of KO mast cells and macrophages shows increased phosphorylation of JNK, and inhibition of JNK by its own specific inhibitor restores phosphorylation of ERK1/2 . In the BCG-MKP-1 situation, there is an early phosphorylation of p38 MAPK and ERK1/2. Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK.",
"Therefore, it is possible that JNK may play a role in the crosstalk interaction of MAPK. However, our preliminary data suggest that the level of phosphorylated JNK was not increased in PBMo MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection Figure 6 MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. LPS model was provided according to literature findings Left .",
"LPS model was provided according to literature findings Left . In this scenario, LPS activates MKP-1, which in turn dephosphorylates and deactivates phospho-p38 MAPK, resulting in less TNF-α induction. However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK.",
"However, the situation in DHP-HSA activation of DUSP2 is more complicated Middle , since the phosphatase activity causes subsequent inhibition of phospho-JNK which leads to the derepression of phospho-p38 MAPK. Consequently, the combined effects of this cascade results in more TNF-α expression. The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Right may be explained by events similar to the DUSP2 effects. In this case Right , there was an inhibition of unknown pathways or kinases downstream of MKP-1, and the unknown factor in turn inhibits MAPKs activation leading to more TNF-α induction. The details and kinase targets are yet to be identified.",
"The details and kinase targets are yet to be identified. transfected with MKP-1 siRNA data not shown . Thus, the details of the crosstalk between MAPKs need further investigation.",
"Thus, the details of the crosstalk between MAPKs need further investigation. Here, we present a model to summarize the results and to hypothesize the existence of an as yet unidentified intermediary factor or factors in the pathways downstream of MKP-1 effects in the BCG-induced signaling cascade. The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects.",
"The unexpected antimycobacterial role of MKP-1 Figure 6 may be explained by events similar to the DUSP2 effects. In this case, BCG induces MKP-1 expression while also activates MAPKs including p38 MAPK and ERK1/2. Downstream of MKP-1, there is an inhibition of unknown pathways or kinases.",
"Downstream of MKP-1, there is an inhibition of unknown pathways or kinases. The unknown factor in turn inhibits MAPKs activation, which ultimately leads to more TNF-α induction Figure 6 . In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection.",
"In summary, MKP-1 plays a critical role in the regulation of cytokine expression upon mycobacterial infection. Inhibition of unknown pathways or kinases downstream of MKP-1, which in turn inhibits MAPKs activation, may be used to explain the novel function of MKP-1 in enhancing MAPK activity and consequent TNF-α expression following BCG treatment Figure 6 . Taken together, the role of MAPK crosstalks need further exploration.",
"Taken together, the role of MAPK crosstalks need further exploration. . TNF-α, 30 cycles TM = 56°C , upstream, 5'-GGCTCCAGGCGGTGCTTGTTC-3', downstream, 5'-AGACGGCGATGCGGCTGATG-3'. PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light.",
"PCR products were analyzed on a 1% agarose gel with ethidium bromide and visualized under ultraviolet light. In order to check the size of the PCR products, 1 kb Plus DNA Lad-der™ Invitrogen, USA was run along with the PCR products. To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA .",
"To perform QPCR, the levels of MKP-1, and TNF-α mRNA as well as the reference gene GAPDH as internal control were assayed by the gene-specific Assays-on-Demand reagent kits Applied Biosystems, USA . All samples were run in duplicates or triplicates and with no template controls on an ABI Prism 7700 Sequence Detector. The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no.",
"The analysis method of QPCR was the comparative cycle number to threshold C T method as described in user bulletin no. 2 of the ABI Prism 7700 Sequence Detection System. The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T .",
"The number of C T of the targeted genes was normalized to that of GAPDH in each sample ΔC T . The C T value of the treated cells was compared with that of the untreated or mock-treated cells ΔΔCT . The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT .",
"The relative gene expression of the targeted genes fold induction was calculated as 2 -ΔΔCT . Total cellular proteins were extracted by lysing cells in lysis buffer containing 1% Triton X-100, 0.5% NP-40, 150 mM NaCl, 10 mM Tris-HCl pH 7.4 , 1 mM EDTA, 1 mM EGTA pH 8.0 , 1% SDS, 0.2 mg/ml PMSF, 1 μg/ml aprotinin, 1 mM sodium orthovanadate, 2 μg/ml pepstatin, 2 μg/ml leupeptin, and 50 mM sodium fluoride for 5 minutes. The homogenate was then boiled for 10 minutes and stored at -70°C until use.",
"The homogenate was then boiled for 10 minutes and stored at -70°C until use. The concentrations of total protein in cell extracts were determined by BCA™ Protein Assay Kit Pierce, IL, USA . Western blot was done as described .",
"Western blot was done as described . Equal amounts of protein were separated by 10% SDS-PAGE, electroblotted onto nitrocellulose membranes Schleicher & Schuell , and followed by probing with specific antibod-ies for Actin, MKP-1 Santa Cruz Biotech., USA , phospho-p38 MAPK, phospho-ERK1/2 Cell Signaling, USA . After three washes, the membranes were incubated with the corresponding secondary antibodies.",
"After three washes, the membranes were incubated with the corresponding secondary antibodies. The bands were detected using the Enhanced Chemiluminescence System Amersham Pharmacia Biotech as per the manufacturer's instructions. Transfection of siRNA into human monocytes was done as described . MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC.",
"MKP-1 siRNA included i MKP1-HSS102982, AAACGCUUCGUAUCCUCCUUUGAGG; ii MKP1-HSS102983, UUAUGCCCAAGGCAUCCAG-CAUGUC; and iii MKP1-HSS102984, UGAUG-GAGUCUAUGAAGUCAAUGGC. MKP-1 knockdown in PBMo was conducted by using MKP1-HSS102983 only or a pool of the above three different MKP-1 Stealth™ Select RNAi ratio = 1:1:1, 200 nM, Invitrogen, USA . Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection.",
"Stealth™ RNAi Negative Control Duplex 200 nM was used as a control for sequence independent effects for the siRNA transfection. Transfection of monocytes was done by using jetPEI™ DNA transfection reagent Polyplus Transfection, USA according to the manufacturer's instructions. After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above.",
"After transfecting the cells for 24 h, the transfectants were treated with different inducers as described above. Statistical analysis was performed by Student's t test. Differences were considered statistically significant when p values were less than 0.05."
] | 1,684 | 899 |
Which are the most abundant biological entities on Earth? | Viruses | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,175 |
What contributed to a large part of mammalian genomic sequence? | Retroviruses | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,176 |
What were the earliest replicating entities that fulfill several criteria for life? | ribozymes or viroids | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,177 |
What are some examples of autonomous bacteria that lost their independence and became intracellular parasites or endosymbionts? | mitochondria, chloroplasts, Rickettsia | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,178 |
What entities with no genes satisfy the criteria for life? | ribozymes, catalytic RNAs closely related to viroids | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,179 |
Which group of RNA quasispecies satisfy criteria for life? | catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 ( | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,180 |
How are the ribozymes able to replicate, join and create peptide bonds? | They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube (Lincoln and Joyce, 2009) . Ribozymes can form peptide bonds between amino acids (Zhang and Cech, 1997) . Thus, small peptides were available by ribozyme activity. | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,181 |
Does RNA replication need polymerase enzymes? | Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,182 |
How can DNA arise chemically from RNA? | deoxyribozymes can form from ribonucleotides (Wilson and Szostak, 1999) . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,183 |
What do ribozymes consist of? | circular single-stranded RNAs | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,184 |
What do ribozymes lack? | the genetic triplet code and do not encode proteins | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,185 |
What do ribozymes exhibit? | structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. | [
"The discovery of exoplanets within putative habitable zones revolutionized astrobiology in recent years. It stimulated interest in the question about the origin of life and its evolution. Here, we discuss what the roles of viruses might have been at the beginning of life and during evolution. Viruses are the most abundant biological entities on Earth.",
"Viruses are the most abundant biological entities on Earth. They are present everywhere, in our surrounding, the oceans, the soil and in every living being. Retroviruses contributed to about half of our genomic sequences and to the evolution of the mammalian placenta. Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world.",
"Contemporary viruses reflect evolution ranging from the RNA world to the DNA-protein world. How far back can we trace their contribution? Earliest replicating and evolving entities are the ribozymes or viroids fulfilling several criteria of life. RNA can perform many aspects of life and influences our gene expression until today.",
"RNA can perform many aspects of life and influences our gene expression until today. The simplest structures with non-protein-coding information may represent models of life built on structural, not genetic information. Viruses today are obligatory parasites depending on host cells.",
"Viruses today are obligatory parasites depending on host cells. Examples of how an independent lifestyle might have been lost include mitochondria, chloroplasts, Rickettsia and others, which used to be autonomous bacteria and became intracellular parasites or endosymbionts, thereby losing most of their genes. Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA.",
"Even in vitro the loss of genes can be recapitulated all the way from coding to non-coding RNA. Furthermore, the giant viruses may indicate that there is no sharp border between living and non-living entities but an evolutionary continuum. Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution.",
"Here, it is discussed how viruses can lose and gain genes, and that they are essential drivers of evolution. This discussion may stimulate the thinking about viruses as early possible forms of life. Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes .",
"Apart from our view “viruses first”, there are others such as “proteins first” and “metabolism first.” Text: Mycoplasma mycoides by systematic deletion of individual genes resulted in a synthetic minimal genome of 473 genes . . Can one consider simpler living entities?",
". Can one consider simpler living entities? There are elements with zero genes that fulfill many criteria for early life: ribozymes, catalytic RNAs closely related to viroids. They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection.",
"They were recovered in vitro from 10 15 molecules aptamers , 220 nucleotides in length, by 10 rounds of selection. Among the many RNA species present in this collection of quasispecies RNAs were catalytically active members, enzymatically active ribozymes. The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 .",
"The sequence space for 220-mer RNAs is about 3 × 10 132 Eigen, 1971; Wilson and Szostak, 1999; Brackett and Dieckmann, 2006 . The selected ribozymes were able to replicate, cleave, join, and form peptide bonds. They can polymerize progeny chemically, allow for mutations to occur and can evolve.",
"They can polymerize progeny chemically, allow for mutations to occur and can evolve. One molecule serves as catalyst, the other one as substrate. Replication of ribozymes was demonstrated in the test tube Lincoln and Joyce, 2009 . Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 .",
"Ribozymes can form peptide bonds between amino acids Zhang and Cech, 1997 . Thus, small peptides were available by ribozyme activity. Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 .",
"Consequently, an RNA modification has been proposed as peptide nucleic acid PNA , with more stable peptide bonds instead of phosphodiester bonds Zhang and Cech, 1997; Joyce, 2002 . Replication of RNA molecules can be performed chemically from RNA without polymerase enzymes. In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 .",
"In addition, deoxyribozymes can form from ribonucleotides Wilson and Szostak, 1999 . Thus, DNA can arise from RNA chemically, without the key protein enzyme, the reverse transcriptase. An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes.",
"An entire living world is possible from non-coding RNA ncRNA before evolution of the genetic code and protein enzymes. Ribozymes naturally consist of circular single-stranded RNAs Orgel, 2004 . They lack the genetic triplet code and do not encode proteins.",
"They lack the genetic triplet code and do not encode proteins. Instead, they exhibit structural information by hairpin-loops that form hydrogen bonds between incomplete double strands, and loops free to interact with other molecules. They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs.",
"They represent a quasispecies in which many species of RNA may form, such as ribozymes, tRNA-like molecules, and other ncRNAs. RNAs within such a pool can bind amino acids. Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 .",
"Ninety different amino acids have been identified on the Murchison meteorite found in Australia, while on Earth only about 20 of them are used for protein synthesis Meierhenrich, 2008 . Where formation of ribozymes occurred on the early Earth is a matter of speculation. The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started .",
"The hydrothermal vents such as black smokers in the deep ocean are possibilities where life may have started . . There, temperature gradients and clay containing minerals such as magnesium or manganese are available. Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur.",
"Pores or niches offer possibilities for concentration of building blocks, which is required for chemical reactions to occur. Interestingly, also ice is a candidate for ribozyme formation and chemical reactions. Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted.",
"Ice crystals displace the biomolecules into the liquid phase, which leads to concentration, creating a quasicellular compartmentalization where de novo synthesis of nucleotide precursors is promoted. There, RNA and ribozymes can emerge, which are capable of self-replication . . tRNA-amino acid complexes can find RNAs as \"mRNAs.\"",
". tRNA-amino acid complexes can find RNAs as \"mRNAs.\" Such interactions could have contributed to the evolution of the genetic code. This sequence of events can lead to primitive ribosome precursors.",
"This sequence of events can lead to primitive ribosome precursors. Ribozymes are the essential catalytic elements in ribosomes: \"The ribosome is a ribozyme\" Cech, 2000 , supplemented with about a hundred scaffold proteins later during evolution. The proteins have structural functions and contribute indirectly to enzymatic activity.",
"The proteins have structural functions and contribute indirectly to enzymatic activity. Are these ribosomebound ribozymes fossils from the early Earth? Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 .",
"Small peptides can be formed by ribozymes before ribosomes evolved, whereby single or dimeric amino acids may originate from the universe Meierhenrich, 2008 . Small peptides with basic amino acids can increase the catalytic activity of ribozymes as shown in vitro . .",
". Such proteins are known as RNA-binding proteins from RNA viruses that protect the RNA genome, with motifs such as RAPRKKG of the nucleocapsid NCp7 of HIV . . Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . .",
". Peptides can enhance the catalytic activity of ribozymes up to a 100-fold . . Such peptides of RNA viruses serve as chaperones that remove higher ordered RNA structures, allowing for more efficient interaction of RNA molecules and increasing transcription rates of RNA polymerases . .",
". Ribonucleoproteins may have also been functionally important during the evolution of ribosomes Harish and Caetano-Anolles, 2012 . These pre-ribosomal structures are also similar to precursorlike structures of retroviruses. Reverse transcription can be performed by ribozymes chemically. This action does not necessarily require a protein polymerase such as the reverse transcriptase.",
"This action does not necessarily require a protein polymerase such as the reverse transcriptase. Similarly, deoxyribonucleotides can arise by removal of an oxygen without the need of a protein enzyme a reductase as today, and allow for DNA polymerization Wilson and Szostak, 1999; Joyce, 2002 . The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 .",
"The same elements of the precursors for ribosomes are also building blocks of retroviruses, which may have a similar evolutionary origin Moelling, 2012 Moelling, , 2013 . tRNAs serve as primers for the reverse transcriptase, and the sequence of promoters of transposable elements are derived from tRNAs . .",
". The ribozymes developed into more complex self-cleaving group II introns with insertion of genes encoding a reverse transcriptase and additional proteins Moelling and Broecker, 2015; Moelling et al., 2017 Figure 1 . It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project.",
"It came as a surprise that the genomes of almost all species are rich in ncDNA, transcribed into ncRNAs but not encoding proteins, as evidenced, for instance, by the \"Encyclopedia of DNA Elements\" ENCODE project. ncDNA amounts to more than 98% of the human DNA genome . .",
"ncDNA amounts to more than 98% of the human DNA genome . . Higher organisms tend to have more non-coding information, which allows for more complex modes of gene regulation. The ncRNAs are regulators of the protein-coding sequences. Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms.",
"Highly complex organisms such as humans typically have a high number of ncRNA and regulatory mechanisms. ncRNA can range from close to zero in the smallest bacteria such as Pelagibacter ubique to about 98% in the human genome. RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression.",
"RNA viruses such as the retrovirus HIV harbor ncRNAs for gene regulation such as the trans-activating response element TAR , the binding site for the Tat protein for early viral gene expression. Tat has a highly basic domain comprising mostly Lys and Arg residues, resembling other RNA binding proteins. ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals.",
"ncRNA also serves on viral RNA genomes as ribosomal entry sites, primer binding sites or packaging signals. DNA synthesis depends on RNA synthesis as initial event, with RNA primers as starters for DNA replication, inside of cells as FIGURE 1 | A compartment is shown with essential components of life as discussed in the text. Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information.",
"Non-coding RNA ncRNA , ribozymes or viroids, can perform many steps for life without protein-coding genes but only by structural information. Individual amino acids are indicated as black dots and may be available on Earth from the universe. DNA may have existed before retroviruses. The compartment can be interpreted as pre-virus or pre-cell.",
"The compartment can be interpreted as pre-virus or pre-cell. Viroid, green; RNA, red; DNA, black. well as during retroviral replication, proving a requirement of RNA Flint, 2015 . The number of mammalian protein-coding genes is about 20,000. Surprisingly, this is only a fifth of the number of genes of bread wheat .",
"Surprisingly, this is only a fifth of the number of genes of bread wheat . . Tulips, maize and other plants also have larger genomes, indicating that the number of genes does not necessarily reflect the complexity of an organism. What makes these plant genomes so large, is still an open question.",
"What makes these plant genomes so large, is still an open question. Could the giant genomes possibly be the result to breeding of plants by farmers or gardeners? According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed?",
"According to Szostak there are molecules which appear like relics from the RNA world such as acetyl-CoA or vitamin B12, both of which are bound to a ribonucleotide for no obvious reason -was it \"forgotten\" to be removed? Roberts and Szostak, 1997; Szostak et al., 2001; Szostak, 2011 . Perhaps the connected RNA serves as structural stabilizer.",
"Perhaps the connected RNA serves as structural stabilizer. Lipid vesicles could have formed the first compartments and enclosed ribozymes, tRNAs with selected amino acids, and RNA which became mRNA. Is this a pre-cell or pre-virus Figure 1 ? Patel et al. .",
"Is this a pre-cell or pre-virus Figure 1 ? Patel et al. . demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis.",
"demonstrated that the building blocks of life, ribonucleotides, lipids and amino acids, can be formed from C, H, O, P, N, S in a \"one pot\" synthesis. This study can be regarded as a follow-up study of the classical Urey-Miller in vitro synthesis of biomolecules Miller, 1953; Miller and Urey, 1959 . Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase.",
"Transition from the RNA to the DNA world was promoted by the formation of the reverse transcriptase. The enzyme was first described in retroviruses but it is almost ubiquitous and found in numerous cellular species, many of which with unknown functions Simon and Zimmerly, 2008; Lescot et al., 2016 . It is an important link between the RNA and the DNA worlds.",
"It is an important link between the RNA and the DNA worlds. The name reverse transcriptase is historical and irritating because it is the \"real\" transcriptase during the transition from the RNA to the DNA world. Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . .",
"Similarly, the ribonuclease H RNase H is an essential enzyme of retroviruses . . The RNase H turned out to be one of the five most frequent and ancient proteins Ma et al., 2008 that belongs to a superfamily of more than sixty different unique representatives and 152 families with numerous functions . .",
". Some of the many tRNAs can become loaded with amino acids. There are viruses containing tRNA-like structures TLS , resembling these early RNAs Dreher, 2009 . The TLS of these viruses typically bind to a single amino acid.",
"The TLS of these viruses typically bind to a single amino acid. TLS-viruses include plant viruses, such as Turnip yellow mosaic virus, in Peanut clump virus, Tobacco mosaic virus TMV , and Brome mosaic virus. Only half a tRNA is found in Narnaviruses of fungi.",
"Only half a tRNA is found in Narnaviruses of fungi. The amino acids known to be components of tRNA-like viruses are valine, histidine and tyrosine. The structures were also designated as \"mimicry, \" enhancing translation Dreher, 2009 Dreher, , 2010 . They look like \"frozen\" precursor-like elements for protein synthesis.",
"They look like \"frozen\" precursor-like elements for protein synthesis. This combination of a partial tRNA linked to one amino acid can be interpreted as an evolutionary early step toward protein synthesis, trapped in a viral element. Ribozymes are related to the protein-free viroids.",
"Ribozymes are related to the protein-free viroids. Viroids are virus-like elements that belong to the virosphere, the world of viruses Chela-Flores, 1994 . Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener.",
"Viroids lack protein coats and therefore were initially not designated as viruses but virus-like viroids when they were discovered in 1971 by Theodor Diener. He described viroids as \"living fossils\" Diener, 2016 Figure 2 . From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time.",
"From infected potatoes, Diener isolated the Potato spindle tuber viroid PSTVd whose genome was about a 100-fold smaller than those of viruses known at that time. The viroids known today are ranging from 246 to 467 nucleotides. They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph.",
"They contain circular single-stranded RNA, are protein-free and self-replicating with no genetic information, but only structural FIGURE 2 | Viroids are hairpin-loop structures and are shown schematically and as electron micrograph. Viroids are, like ribozymes, without genetic information and play major biological roles today in plant diseases, in carnation flowers, in liver cancer, as catalyst of protein synthesis in ribosomes and as circular regulatory RNAs, as \"sponges\" for other regulatory RNAs. information in the form of hairpin-loops .",
"information in the form of hairpin-loops . . They can generate copies of themselves in the appropriate environment. They were designated as the \"frontiers of life\" . . The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 .",
"The knowledge of virus composition was based on TMV and its crystallization by Wendell Stanley in 1935 Pennazio and Roggero, 2000 . The genome of TMV is protein-coding singlestranded RNA of about 6,400 nucleotides that is enclosed by a rod-like protein coat. Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses.",
"Viroids, in contrast, do not encode proteins and lack coats but they are closely related to viruses. Viroids can lose their autonomy and rely on host RNA polymerases to replicate, are capable of infecting plants and many are economically important pathogens. There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd .",
"There are two families, the nucleus-replicating Pospiviroidae such as PSTVd and the chloroplast-replicating Avsunviroidae like the Avocado sunblotch viroid ASBVd . Their replication requires host enzymes. Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle.",
"Thus, autonomy is replaced by dependence on host enzymes and an intracellular lifestyle. Most viroids are often enzymatically active ribozymes -yet they are examples that this trait can get lost as a result of changing environmental conditions. Loss of ribozyme activity is a functional, not a genetic loss.",
"Loss of ribozyme activity is a functional, not a genetic loss. Only the nuclear variants, the Pospiviroidae, can lose their ribozyme activity and use the cellular RNase III enzyme for their replication. In contrast, the Avsunviroidae are still active hammerhead ribozymes.",
"In contrast, the Avsunviroidae are still active hammerhead ribozymes. Thus, inside the nucleus of a host cell, the enzymatic RNA function can become unnecessary. Not genes, but a function, the catalytic activity, gets lost. Viroids did apparently not gain genes but cooperated for a more complex lifestyle.",
"Viroids did apparently not gain genes but cooperated for a more complex lifestyle. For example, Carnation small viroid-like RNA CarSV RNA cooperates with a retrovirus and is accompanied by a homologous DNA generated by a reverse transcriptase. This enzyme presumably originates from a pararetrovirus of plants.",
"This enzyme presumably originates from a pararetrovirus of plants. Pararetroviruses package virus particles at a different stage during replication than retroviruses, the DNA, not the RNA. This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 .",
"This unique combination between two viral elements has so far only been detected with CarSV in carnation flowers Flores et al., 2005 Flores et al., , 2014 . Why did such a cooperation evolve -perhaps by breeding gardeners? RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants.",
"RNA is sensitive to degradation; therefore, genetic increase and growth of the genome may not be favorable energetically -at least not in plants. Gain of function is, in this case, cooperation. The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs.",
"The circular RNA circRNA is related to ribozymes/viroids as a chief regulator of other regulatory RNAs, a \"sponge\" absorbing small RNAs. Micro RNAs miRNAs are post-transcriptional regulators that are affected by the presence of circRNAs. circRNAs were detected in human and mouse brains and testes as well as in plants.",
"circRNAs were detected in human and mouse brains and testes as well as in plants. They can bind 70 conserved miRNAs in a cell and amount up to 25,000 molecules . . Their structure is reminiscent of catalytically active ribozymes. There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 .",
"There is an exceptional viroid that gained coding information and entered the human liver Taylor, 2009 . The viroid is known as hepatitis delta virus HDV . It has the smallest genome of any known animal virus of about 1,680 nucleotides.",
"It has the smallest genome of any known animal virus of about 1,680 nucleotides. It has properties typical of viroids, since it contains circRNA, forms similar hairpin-loops and replicates in the nucleus using host enzymes. Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome.",
"Two polymerases have to redirect their specificity from DNA to RNA to generate the HDV genome and antigenome. Both of them have ribozyme activity. In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly.",
"In contrast to other ribozymes, HDV encodes a protein, the hepatitis delta antigen HDVAg that occurs in two forms, the small-HDVAg 24 kDa supporting replication and the large-HDVAg 27 kDa that helps virion assembly. The gene was presumably picked up from the host cell by recombination of HDV's mRNA intermediate with a host mRNA. Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist?",
"Transmission depends on a helper virus, the Hepatitis B virus HBV , which delivers the coat Taylor, 2009 Does packaging by a helper virus protect the genome and thereby allow for a larger viroid to exist? In plants, viroids may not be able to become bigger possibly due to their sensitivity to degradation -but they cannot become much smaller either. Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct.",
"Only a single viroid is known that is completely composed of protein-coding RNA with triplets .. Viroids and related replicating RNAs are error-prone replicating units and the error frequency imposes a certain minimal size onto them, as they would otherwise become extinct. This mechanism has been described as \"error catastrophe, \" which prevents survival Eigen, 1971 Eigen, , 2013 . The viroids and related RNAs are the smallest known replicons.",
"The viroids and related RNAs are the smallest known replicons. Smaller ones would become extinct in the absence of repair systems. In summary, RNA can catalyze many reactions. Protein enzymes which may have evolved later have higher catalytic activities. Ribozymes are carriers of information, but do not require coding genes.",
"Ribozymes are carriers of information, but do not require coding genes. Information is stored in their sequence and structure. Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 .",
"Thus, replication of an initial RNA is followed by flow of information, from DNA to RNA to protein, as described the Central Dogma Crick, 1968 . Even an information flow from protein to DNA has been described for some archaeal proteins . . The DNA-protein world contains numerous ncRNAs with key functions.",
". The DNA-protein world contains numerous ncRNAs with key functions. ncRNA may serve as a model compound for the origin of life on other planets. Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality.",
"Hereby not the chemical composition of this molecule is of prime relevance, but its simplicity and multifunctionality. Furthermore, RNA is software and hardware in a single molecule, which makes it unique in our world. There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 .",
"There are other scenarios besides the here discussed \"virus-first, \" such as \"protein-first\", \"metabolism-fist\" or the \"lipid world\" Segré et al., 2001; Andras and Andras, 2005; Vasas et al., 2010; Moelling, 2012 . Some of these alternative concepts were built on phylogenomics, the reconstruction of the tree of life by genome sequencing . .",
". Surprisingly, it was Sir Francis Crick, one of the discoverers of the DNA double-helix, who stated that he would not be surprised about a world completely built of RNA. A similar prediction was made by Walter Gilbert Crick, 1968; Gilbert, 1986 . What a vision!",
"What a vision! Our world was almost 50 years later defined as \"RNAprotein\" world Altman, 2013 . One can speculate our world was built of ribozymes or viroids, which means \"viruses first.\" ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved.",
"ncRNAs appear as relics from the past RNA world, before DNA, the genetic code and proteins evolved. However, ncRNA is essential in our biological DNA world today. It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA.",
"It is possible to produce such ncRNA today in the test tube by loss of genic information from protein-coding RNA. This reduction to ncRNA was demonstrated in vitro with phage RNA. Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube.",
"Phage Qβ genomic RNA, 4,217 nucleotides in length, was incubated in the presence of Qβ replicase, free nucleotides and salts, a rich milieu in the test tube. The RNA was allowed to replicate by means of the Qβ replicase. Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations.",
"Serial transfer of aliquots to fresh medium led to ever faster replication rates and reduction of genomic size, down to 218 nucleotides of ncRNA in 74 generations. This study demonstrated that, depending on environmental conditions, an extreme gene reduction can take place. This experiment performed in 1965 was designated as \"Spiegelman's Monster.\"",
"This experiment performed in 1965 was designated as \"Spiegelman's Monster.\" Coding RNA became replicating ncRNA Spiegelman et al., 1965; Kacian et al., 1972 ! Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA.",
"Manfred Eigen extended this experiment and demonstrated further that a mixture containing no RNA to start with but only ribonucleotides and the Qβ replicase can under the right conditions in a test tube spontaneously generate self-replicating ncRNA. This evolved into a form similar to Spiegelman's Monster. The presence of the replicase enzyme was still necessary in these studies.",
"The presence of the replicase enzyme was still necessary in these studies. Furthermore, a change in enzyme concentration and addition of short RNAs or an RNA intercalator influenced the arising RNA population Sumper and Luce, 1975; Eigen, 2013 . Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity.",
"Thus, the complexity of genomes depends on the environment: poor conditions lead to increased complexity and rich environments to reduced complexity. The process demonstrated in this experiment with viral components indicates that reversion to simplicity, reduction in size, loss of genetic information and speed in replication can be major forces of life, even though this appears to be like a reversion of evolution. The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities.",
"The experiment can perhaps be generalized from the test tube to a principle, that the most successful survivors on our planet are the viruses and microorganisms, which became the most abundant entities. Perhaps life can start from there again. These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones.",
"These studies raise the question of how RNA molecules can become longer, if the small polymers become smaller and smaller, replicate faster and outcompete longer ones. This may be overcome by heat flow across an open pore in submerged rocks, which concentrates replicating oligonucleotides from a constant feeding flow and selection for longer strands. This has been described for an increase from 100 to 1,000 nucleotides in vitro.",
"This has been described for an increase from 100 to 1,000 nucleotides in vitro. RNA molecules shorter than 75 nucleotides will die out . . Could a poor environment lead to an increase of complexity? This could be tested. Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 .",
"Ribozymes were shown to grow in size by uptake of genes, as demonstrated for HDV Taylor, 2009 . An interesting recent unexpected example supporting the notion that environmental conditions influence genetic complexity, is the human gut microbiome. Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity.",
"Its complexity increases with diverse food, while uniform rich food reduces its diversity and may lead to diseases such as obesity. Colonization of the human intestinal tract starts at birth. A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c .",
"A few dozen bacterial and viral/phage species are conserved between individuals core sequences as a stable composition Broecker et al., 2016c . Dysbiosis has been observed in several chronic diseases and in obesity, a loss of bacterial richness and diversity. Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome.",
"Nutrition under affluent conditions with sugar-rich food contributes to obesity, which results in a significant reduction of the complexity of the microbiome. This reduction is difficult to revert Cotillard et al., 2013; Le Chatelier et al., 2013 . The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment.",
"The gut microbiome in human patients with obesity is reminiscent of the gene reduction described in the Spiegelman's Monster experiment: reduction of genes in a rich environment. The reduction of the complexity of the microbiome is in part attributed to the action of phages, which under such conditions, defined as stress, lyse the bacteria. Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria .",
"Fecal microbiota transplantation can even be replaced by soluble fractions containing phages or metabolites from the donor without bacteria . . Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients.",
"Analogously, the most highly complex microbiomes are found in indigenous human tribes in Africa, which live on a broad variety of different nutrients. It is a slow process, though, to increase gut microbiota complexity by diverse nutrition. The obesity-associated microbiota that survive are fitter and more difficult to counteract.",
"The obesity-associated microbiota that survive are fitter and more difficult to counteract. Urbanization and westernization of the diet is associated with a loss of microbial biodiversity, loss of microbial organisms and genes Segata, 2015 . To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome.",
"To understand the mechanism and driving force for genome reduction, deletion rates were tested by insertion of an indicator gene into the Salmonella enterica genome. The loss of the indicator gene was monitored by serial passage in rich medium. After 1,000 generations about 25% of the deletions caused increased bacterial fitness.",
"After 1,000 generations about 25% of the deletions caused increased bacterial fitness. Deletions resulted in smaller genomes with reduced or absence of DNA repair genes . . Gene loss conferred a higher fitness to the bacteria under these experimental conditions.",
". Gene loss conferred a higher fitness to the bacteria under these experimental conditions. The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses.",
"The recently discovered mimiviruses and other giant viruses are worth considering for understanding the evolution of life with respect to the contribution of viruses. Their hosts are, for example, Acanthamoeba, Chlorella, and Coccolithus algae Emiliania huxleyi , but also corals or sponges as discussed more recently. Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes.",
"Mimiviruses were first discovered in cooling water towers in Bradford, United Kingdom in 2003 with about 1,000 genes, most of which unrelated to previously known genes. Mimiviruses have received attention because they contain elements that were considered hallmarks of living cells, not of viruses, such as elements required for protein synthesis, tRNAs and amino acid transferases. The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 .",
"The mimiviruses harbor these building blocks as incomplete sets not sufficient for independent protein synthesis as bacteria or archaea can perform, preventing them from leading an autonomous life La Scola et al., 2003 Scola et al., , 2008 . They are larger than some bacteria. Giant viruses can be looked at as being on an evolutionary path toward a cellular organism.",
"Giant viruses can be looked at as being on an evolutionary path toward a cellular organism. Alternatively, they may have evolved from a cellular organism by loss of genetic information Nasir and Caetano-Anolles, 2015 . Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 .",
"Giant viruses have frequently taken up genes from their hosts by horizontal gene transfer HGT La Scola et al., 2008; Nasir and Caetano-Anolles, 2015; Colson et al., 2018 . A graph on genome sizes shows that mimiviruses and bacteria overlap in size, indicating a continuous transition between viruses and bacteria and between living and non-living worlds based on Holmes, 2011 Figure 3 . Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes.",
"Other giant viruses, such as megaviruses, were discovered in the ocean of Chile with 1,120 genes. Most recently the Klosneuvirus was identified in the sewage of the monastery Klosterneuburg in Austria in 2017 with 1.57 million mio basepairs Mitch, 2017 . Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia .",
"Pithovirus sibericum is the largest among giant viruses discovered to date with a diameter of 1.5 microns, a genome of 470,000 bp with 467 putative genes, 1.6 microns in length, and it is presumably 30,000 years old as it was recovered from permafrost in Siberia . . The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp .",
"The smaller Pandoraviruses with 1 micron in length have five times larger genomes, 2,500,000 bp . Figure 3 . The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria.",
"The giant viruses can even be hosts to smaller viruses, the virophages, reminiscent of bacteriophages, the viruses of bacteria. These virophages such as Sputnik are only 50 nm in size with 18,343 bp of circular dsDNA and 21 predicted proteincoding genes. They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it.",
"They replicate in viral factories and consume the resources of the mimivirus, thereby destroying it. Some, virophages can even integrate into the genome of the cellular host and can be reactivated when the host is infected by giant viruses. Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 .",
"Thus, giant viruses suggest that viruses are close to living entities or may have been alive La Scola et al., 2008; Fischer and Hackl, 2016 . In biology it is common to distinguish between living and dead matter by the ability to synthesize proteins and replicate autonomously. The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus.",
"The giant viruses may be considered as missing link between the two, because they harbor \"almost\" the protein synthesis apparatus. The transition from living to the non-living world is continuous, not separated by a sharp borderline Figure 3 . Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously.",
"Viruses are not considered alive by most of the scientific community and as written in textbooks, because they cannot replicate autonomously. Yet some of the giant viruses are equipped with almost all components of the protein synthesis machinery close to bacteria suggesting that they belong to the living matter . .",
". The ribozymes may have been the earliest replicating entity. Perhaps also other viruses were initially more independent of the early Earth than they are today. As described in Figure 1 there may have been initially no major difference between an early virus or an early cell.",
"As described in Figure 1 there may have been initially no major difference between an early virus or an early cell. Only later viruses may have given up their autonomous replication and became parasites -as has been described for some bacteria see below . Efforts have been made to identify the smallest living cell that is still autonomously replicating.",
"Efforts have been made to identify the smallest living cell that is still autonomously replicating. Among the presumably smallest naturally occurring bacteria is Pelagibacter ubique of the SAR11 clade of bacteria Giovannoni, 2017 , which was discovered in 1990. It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans.",
"It is an alpha-proteobacterium with 1,389 genes present ubiquitously in all oceans. It can reach up to 10 28 free living cells in total and represents about 25% of microbial plankton cells. Very little of its DNA is non-coding. It harbors podophage-type phages, designated as \"pelagiphage\" . .",
"It harbors podophage-type phages, designated as \"pelagiphage\" . . This small bacterium was designated as the most common organism on the planet. Why is it so successful? This autonomous bacterium is smaller than some parasitic giant viruses.",
"This autonomous bacterium is smaller than some parasitic giant viruses. Craig Venter, who first succeeded in sequencing the human genome, tried to minimize the putative smallest genome of a living species, from Mycoplasma mycoides, a parasitic bacterium that lives in ruminants Gibson et al., 2008 Gibson et al., , 2010 . His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions .",
"His group synthesized a genome of 531,000 bp with 473 genes, 149 of them 32% with unknown functions . . Among the smallest parasitic living organisms is Nanoarchaeum equitans. It is a thermophile archaeon which lives at 80 • C and at pH 6 with 2% salt . .",
". Its genome has a size of 490,000 bp and encodes 540 genes. N. equitans is an obligate symbiont of a bigger archaeon, Ignicoccus riding on it as on a horse, hence the name . .",
". The world of viruses covers a range of three logs in size of their genomes: from zero genes to about 2,500 genes amounting to about 2,500,000 bp of DNA. The zero-gene viroids are about 300 bases in length Figure 3 .",
"The zero-gene viroids are about 300 bases in length Figure 3 . The virosphere is the most successful reservoir of biological entities on our planet in terms of numbers of particles, speed of replication, growth rates, and sequence space. There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 .",
"There are about 10 33 viruses on our planet and they are present in every single existing species Suttle, 2005 . There is no living species without viruses! Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude.",
"Viruses also occur freely in the oceans, in the soil, in clouds up to the stratosphere and higher, to at least 300 km in altitude. They populate the human intestine, birth canal, and the outside of the body as protective layer against microbial populations. Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions.",
"Microbes contain phages that are activated during stress conditions such as lack of nutrients, change in temperatures, lack of space and other changes of environmental conditions. One of the most earth-shaking papers of this century was the publication of the human genome sequence . .",
". About half, possibly even two-thirds of the sequence are composed of more or less complete endogenous retroviruses ERVs and related retroelements REs . . REs amplify via copy-and-paste mechanisms involving a reverse transcriptase step from an RNA intermediate into DNA. In addition, DNA transposable elements TEs move by a cutand-paste mechanism.",
"In addition, DNA transposable elements TEs move by a cutand-paste mechanism. The origin of REs is being discussed as remnants of ancient retroviral germline infections that became evolutionarily fixed in the genome. About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters .",
"About 450,000 human ERV HERV elements constitute about 8% of the human genome consisting of hallmark retroviral elements like the gag, pol, env genes and flanking long terminal repeats LTR that act as promoters . . Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 .",
"Howard Temin, one of the discoverers of the reverse transcriptase, in 1985 already described endogenous retrovirus-like elements, which he estimated to about 10% of the human and mouse genome sequence Temin, 1985 . The actual number is about 45% as estimated today . .",
"The actual number is about 45% as estimated today . . In some genes such as the Protein Kinase Inhibitor B PKIB gene we determined about 70% retrovirusrelated sequences Moelling and Broecker, 2015 . Is there a limit? Could it have been 100%?",
"Is there a limit? Could it have been 100%? Retroviruses are estimated to have entered the lineage of the mammalian genome 550 million years ago MYA Hayward, 2017 . Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations.",
"Older ERV sequences may exist but are unrecognizable today due to the accumulation of mutations. ERVs undergo mutations, deletions or homologous recombination events with large deletions and can become as short as solo LTR elements, which are a few hundred bp in length -the left-overs from full-length retroviral genomes of about 10,000 bp. The LTR promoters can deregulate neighboring genes.",
"The LTR promoters can deregulate neighboring genes. Homologous recombination events may be considered as gene loss or gene reduction events. It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy.",
"It is the assumption that the ERVs, which were no longer needed for host cell defense, were no longer selected for by evolution and consequently deleted as unnecessary consumers of energy. Eugene Koonin points out that infection and integration are unique events occurring at a fast pace, while loss and gene reduction may take much longer time frames Wolf and Koonin, 2013 . A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene.",
"A frequent gene reduction of eukaryotic genomes is the loss of the viral envelope protein encoded by the env gene. Without a coat, retroviruses can no longer leave the cell and infect other cells. They lose mobility and become obligatory intracellular elements. Helper viruses can supply envelope proteins in trans and mobilize the viruses.",
"Helper viruses can supply envelope proteins in trans and mobilize the viruses. TEs or REs can be regarded as examples of coat-free intracellular virus relics -or could it have been the other way round, perhaps precursors of full-length retroviruses? These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes.",
"These elements can be amplified intracellularly and modify the host genomes by integration with the potential danger of gene disruption and genetic changes. REs can lead to gene duplications and pseudogene development, with one copy for stable conservation of acquired functions and the other one for innovations Cotton and Page, 2005 . Such duplications constitute large amounts of mammalian genomes Zhang, 2003 .",
"Such duplications constitute large amounts of mammalian genomes Zhang, 2003 . Retroviruses have an RNase H moiety duplication, one of which serves as a catalytically inactive linker between the RT polymerase and the enzymatically active RNase H Xiong and Eickbush, 1990; Malik and Eickbush, 2001; Moelling and Broecker, 2015; Moelling et al., 2017 . This gene duplication dates back to 500 mio years Cotton and Page, 2005 .",
"This gene duplication dates back to 500 mio years Cotton and Page, 2005 . Gene duplications are a common cause of cancer, which often occurs only in the genome of the cancer cell itself, less affecting offsprings. Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 .",
"Myc, Myb, ErbB2, Ras, and Raf are oncogenes amplified in diverse types of human cancers Vogelstein and Kinzler, 2002 . The ability of retroviruses to integrate makes them distinct from endosymbionts which stay separate. Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred.",
"Yet the net result is very similar, acquisition of new genetic information, which is transmitted to the next generation, if the germline is infected and endogenization of the virus occurred. Viral integration is not limited to eukaryotic cells but also a mechanism in prokaryotes for maintenance of the lysogenic state of phages inside bacteria. Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer .",
"Also, for other eukaryotic viruses such as HBV, the envelope surface antigen BHsAg can be deleted, which leads to an obligatory intracellular life style for the virus, which especially in the presence of HCV promotes cancer . . HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor.",
"HIV has been shown to rapidly lose one of its auxiliary genes, nef, originally for negative factor. The gene was lost within a rather low number of passages of the virus grown under tissue culture conditions by selection for high virus titer producing cells. Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name.",
"Deletion of nef resulted in a significant increase of the virus titer in culture -hence the name. The nef gene product was of no need inside tissue culture cells, rather it was inhibitory for replication. However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 .",
"However, it is essential for pathogenicity in animals, and subsequently nef was reinterpreted as \"necessary factor\" Flint, 2015 . Also, the human hosts of HIV can lose a significant terminal portion of a seven transmembrane receptor in lymphocytes, the primary target cell for HIV entry and for virus uptake. This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally.",
"This molecule, the CCR5 cytokine receptor is truncated by 32 carboxy-terminal amino acids CCR5-32 , disabling the receptor functionally. The allele frequency of the mutant CCR5-32 mutant is about 10% in the European population, making these people resistant to HIV infections . .",
". This gene loss in Europeans has been shown to make the individuals resistant not only against HIV infection but also against malaria. This may have been the selective pressure in the past before HIV/AIDS arose. No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 .",
"No side effect for humans lacking this gene has been described Galvani and Slatkin, 2003 . Viruses have been proven to be drivers of evolution Villarreal and Witzany, 2010 , including the human genome, which by at least 45% is composed of sequences related to retroviruses. In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system .",
"In addition, endogenized retroviruses supplied the syncytin genes that are essential for the development of the mammalian placenta, and allowed the growth of embryos without its rejection by the maternal immune system . . Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus.",
"Thus, the same property which causes immunodeficiency in HIV-infected patients and leads to AIDS causes syncytia formation, cell fusion after infection by a retrovirus. Viruses have also been proposed to be at the origin of the evolution of adaptive immunity Villarreal, 2009 . Thus, viruses shaped genomes by supplying essential genes and mechanisms.",
"Thus, viruses shaped genomes by supplying essential genes and mechanisms. Endogenization of retroviruses has occurred in the mammalian genomes for at least 550 mio years Hayward, 2017 . If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function.",
"If the integrated ERVs did not provide any selective advantage, they deteriorated and accumulated mutations with loss of function. This was directly proven by reconstruction of an infectious retrovirus from the consensus sequence of 9 defective endogenous virus sequences, designated as Phoenix. The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 .",
"The virus was expressed from a constructed synthetic DNA clone in cell culture and formed virus particles identified by high resolution microscopic analysis Dewannieux and Heidmann, 2013 . The koalas in Australia are currently undergoing endogenization of a retrovirus koala retrovirus, KoRV in \"real time\" and demonstrate possible consequences for immunity. In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct.",
"In the early 1900s, some individuals were transferred to islands, including Kangaroo Island, close to the Australian mainland for repopulation purposes, as koalas were threatened to become extinct. Today, the majority of the koala population is infected by KoRV, which is closely related to the Gibbon ape leukemia virus GALV . Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago.",
"Yet, koalas isolated on Kangaroo Island are KoRV negative, which allows dating the introduction of KoRV into the koala population to about one hundred years ago. Many of the infected koalas fell ill and died, yet some populations became resistant within about 100 years, corresponding to about 10 generations. The koalas likely developed resistance due to the integrated DNA proviruses.",
"The koalas likely developed resistance due to the integrated DNA proviruses. The retrovirus is transmitted as exogenous as well as endogenous virus, similar to the Jaagsiekte sheep retrovirus JSRV , whereby the endogenized viruses protect with a viral gene product, such as Env, against de novo infections by \"superinfection exclusion\" Tarlinton, 2012 . The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells .",
"The contribution of retroviruses to the antiviral defense is striking, since all retroviral genes have analogous genes in the siRNA/RNAi defense mechanism of eukaryotic cells . . Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 .",
"Retroviruses can protect against infection by other related viruses, for example, by expressing Env proteins that block cellsurface receptors Villarreal, 2011 . A comparable mechanism protects bacterial cells against DNA phages, by integrated phage DNA fragments that are transcribed into mRNA and hybridize to incoming new DNA phages and thereby lead to their destruction by hybrid-specific nucleases, CRISPR/Cas immunity Charpentier and Doudna, 2013 . It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 .",
"It is often not realized that immunity acquisition in bacteria and mammalian cells follow analogous mechanisms Figure 4 . Integration of retroviruses normally occurs in somatic cells after infection as an obligatory step during the viral life cycle. Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance.",
"Infection of germline cells can lead to transmission to the next generation and ultimately result in inherited resistance. Endogenized retroviruses likely caused resistance FIGURE 4 | Viruses protect against viruses: retroviruses protect a cell against a new infection by a similar virus designated as \"superinfection exclusion\" or viral interference. This is mediated by viral gene products such as proteins or nucleic acids.",
"This is mediated by viral gene products such as proteins or nucleic acids. Similarly, phages protect against phages: superinfection of bacteria is prevented by CRISPR/Cas RNA originating from previous infections. The mechanisms of defense against viruses and phages are analogous. Protection by viruses or phages against superinfections represents cellular defense and acquired immunity.",
"Protection by viruses or phages against superinfections represents cellular defense and acquired immunity. The four examples are discussed in the text. to the exogenous counterparts. Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 .",
"Similarly, resistance to Simian Immune Deficiency virus SIV in some monkey species may be explained by endogenization Li et al., 2017 Li et al., , 2018 . In the case of phages and their prokaryotic hosts the mechanism is described as CRISPR/Cas, which follow analogous principles of \"endogenization\" of incoming genetic material for subsequent exclusion. One may speculate that HIV may also eventually become endogenized into the human genome.",
"One may speculate that HIV may also eventually become endogenized into the human genome. There is some evidence that HIV can infect human germline cells and can be transmitted to the embryonic genome . . How long this may take is not known -10 generations?",
". How long this may take is not known -10 generations? The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR.",
"The loss of function of ERVs can occur by mutations, deletions of the env or other genes and ultimately all coding genes by homologous recombination, leaving behind only one LTR. The number of retrovirus-like elements add up to about 450,000, corresponding to 8% of the human genome Lander et al., 2001; Cordaux and Batzer, 2009 . The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection.",
"The promoter regions were analyzed for their contribution to cancer by activating neighboring genes -as a consequence of a former retrovirus infection. Indeed, activated cellular genes by \"downstream promotion\" were identified in animal studies with activation of the myc gene as one of many examples, leading to chronic, not acute development of cancer . .",
". As a general mechanism for human cancer today the LTRs are, however, not identified as a major culprit. Most of the ERVs we find today have been integrated during evolution in introns or other regions where their presence is relatively harmless. Did the other ones result in death of the carriers which disappeared?",
"Did the other ones result in death of the carriers which disappeared? The effects of LTRs on the expression levels of neighboring host genes was studied with the endogenous human virus, HERV-K, as a possible cause of cancer, but this appears not to be a general phenomenon Broecker et al., 2016b . As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 .",
"As shown for the koalas, ERVs can confer immunity to viral infections Feschotte and Gilbert, 2012 . A related ERV, HERV-H, was shown to produce an RNA that keeps early embryonic cells pluripotent and even revert adult cells to regain pluripotency . . Thus, the role of ERVs may be more complex than we presently know.",
". Thus, the role of ERVs may be more complex than we presently know. Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells.",
"Transposable elements and REs that lost the ability of cellular transmission by deletion of the coat protein majorly contribute to genetic complexity of host cells. They are \"locked\" inside the cells and are major drivers of the increase of genetic complexity Cordaux and Batzer, 2009 . One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats .",
"One could speculate that these intracellular elements are replicationincompetent retroviruses lacking coats . . Bats transmit viruses such as Ebola and SARS coronavirus without suffering from disease Beltz, 2018 . Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 .",
"Even RNA viruses such as Bornaviruses have been shown to integrate by illegitimate reverse transcription, possibly also supplying immunity against superinfection Katzourakis and Gifford, 2010 . There are two prominent events that significantly contributed to the success of life and the formation of cells. Both of them are associated with gene reduction.",
"Both of them are associated with gene reduction. This phenomenon may play a role for the evolution of viruses from autonomous to parasitic lifestyles. In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 .",
"In the 1960s Lynn Margulis proposed an extracellular origin for mitochondria Margulis, 1970 Margulis, , 1993 . An ancestral cell, perhaps an archaeon, was infected by an anaerobic bacterium, which gave rise to mitochondria. Similarly, cyanobacteria formed the chloroplasts in modern plant cells.",
"Similarly, cyanobacteria formed the chloroplasts in modern plant cells. Mitochondria arose around 1.45 billion years ago BYA Embley and Martin, 2006 . Mitochondria and chloroplasts are the most striking examples for a change in lifestyle from autonomous bacteria to endosymbionts. This transition is often considered as extremely rare and a hallmark of evolution of life on our planet.",
"This transition is often considered as extremely rare and a hallmark of evolution of life on our planet. However, there are many other obligate intracellular parasites such as Rickettsia, Chlamydia trachomatis, Coxiella burnetii the causative agent of Q fever , Mycobacterium leprae, M. tuberculosis, and M. mycoides . .",
". The change of lifestyle of the endosymbionts in the two cases of mitochondria and chloroplasts is striking. Both of them drastically reduced their genetic make-up. Mitochondria contain less than 37 genes, left from the original about 3,000 genes. Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis?",
"Is endogenization of retroviruses, the ERVs, which are integrated into germline cells, related to endosymbiosis? Are these endosymbionts models for the transition from autonomous lifestyle to a parasitic life-which may have taken place with viruses? A more recent typical example for a reductive evolution are Rickettsia.",
"A more recent typical example for a reductive evolution are Rickettsia. These bacteria were assumed for some time to be viruses because of their obligatory intracellular parasitic existence. Rickettsia have evolved from autonomously replicating bacteria. Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life.",
"Reductive evolution of endosymbionts can yield bacteria with tiny genomes on the expense of autonomous extracellular life. Their genomes are 1.11 mio bp in length with about 834 protein-coding genes, and loss of 24% by reductive evolution . . Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts.",
"Rickettsia may have some relationship with cyanobacteria, which are considered as the major symbionts. Can one speculate that viruses may have been autonomous entities initially? Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia?",
"Viroids may have undergone transition from autonomy to parasites, just as shown for mitochondria, chloroplasts or Rickettsia? To which extent have viruses been autonomous and independent of cellular metabolisms originally -and contributed to the origin of cells? Could they only later have lost their autonomy and become parasitic?",
"Could they only later have lost their autonomy and become parasitic? Viruses are minimalistic in their composition and must have undergone stringent gene reductions Flint, 2015 . How small can their genomes become?",
"How small can their genomes become? Most coding RNA viruses still contain regulatory elements, ncRNA at the 3 and 5 terminal regions for ribosomal entry, protein synthesis, transcriptional regulation, and others. A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information.",
"A subgroup of retroviruses is an interesting example in respect to simultaneous loss and gain of genetic information. The oncogenic retroviruses or tumorviruses can recombine with cellular genes which under the promoters of retroviruses can become oncogenes and drivers of cancer. About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer.",
"About a hundred oncogenes have been selected for in the laboratories and studied over decades for understanding the molecular mechanisms of cancer. Selection for growth advantages of the host cells led to the discovery of the fastest growth-promoting oncogenes we know today, such as Ras, Raf, ErbB or Myc, which are in part successful targets for anticancer drugs . .",
". These oncogenes were in most cases taken up by the retroviruses at the expense of structural gag , replicating pol or envelope env genes, and are often expressed as fusion proteins with Gag. Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability.",
"Thus, oncogenic retroviruses are obligatory intracellular defective viruses and were selected for in the laboratory by researchers for the oncogenes with the most potent growth promoting ability. They need the supply of replicatory genes in trans from co-infecting helper viruses to infect other cells Flint, 2015 . Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells.",
"Retroviruses are able to pick up cellular genes, transfer and integrate them into neighboring cells. Some strains of Rous sarcoma virus maintain replication competent when carrying the cell-derived src for sarcoma oncogene encoding a protein of 536 amino acids that apparently can fit into the retroviral particle along with the full-size viral genome Broecker et al., 2016a . Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes.",
"Spatial reasons may have influenced the formation of oncogenic retroviruses and limited their size and thereby led to their defective phenotypes. There are indications that the uncontrolled activity of retro transposons in germline cells can result in diseases such as male infertility -presumably by \"error catastrophe, \" caused by too many transposition events. In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis .",
"In mammals, piRNAs tame transposon activity by means of the RNase H activity of PIWI proteins during spermatogenesis . . Only a minority of viruses are pathogens; most of them do not cause diseases. On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents.",
"On the contrary, they are most important as drivers of evolution, as transmitters of genetic material, as innovative agents. In particular, the RNA viruses are the most innovative ones. Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants.",
"Some of them are pathogenic and dangerous, such as HIV or influenza virus, or viroids in plants. RNA viruses are able to change so rapidly that the host immune system is unable to counteract the infection. Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species.",
"Pathogenicity arises when environmental conditions change, for instance, when a virus enters a new organism or species. Increase of cellular complexity by viruses is an important feature of evolution. Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution.",
"Such major evolutionary changes are recently taken as arguments against the evolutionary theory by Charles Darwin who considered gradual changes, small increments by mutations as the main basis for selection and evolution. New criticism is addressing this thinking, considering larger changes as evolutionary drivers. Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex.",
"Such changes arise by many complex phenomena such as endosymbiosis, infection by prokaryotes, viruses and fungi, recombination of genes, HGT, infections, sex. Dramatic changes such as endosymbiosis or pathogen infections extend Darwin's concept of evolution. There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 .",
"There are numerous examples for the contribution of viruses to the evolution of life since at least as long as 550 MYA Hayward, 2017 . But genetic noise through random mutations does not allow us to go back to the origin of life. It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus.",
"It may not be impossible that the earliest compartment was indistinguishable, either a pre-cell or a pre-virus. By analogy one may speculate that at some point autonomous viruses gave up independence for an obligatory intracellular life -as has been described for mitochondria and chloroplasts but also intracellular bacteria such as Rickettsia. This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex.",
"This speculation is based on the concept that early life must have started simple and with high genetic variability and then became more complex. But complexity can be given up for a less energy consuming lifestyle with small genomes and high speed of replication Moelling, 2012 Moelling, , 2013 . Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\"",
"Therefore, the question may be repeated: \"Are viruses our oldest ancestors?\" Some fossil life can be partially reproduced in vitro by Spiegelman's Monster and Eigen's follow-up experiments, explaining the great surviving potential of simple ncRNA. Viruses can be pathogens, but their recognition as primarily causing diseases is wrong.",
"Viruses can be pathogens, but their recognition as primarily causing diseases is wrong. This notion is based on the history of viruses in medicine, as explained in a book entitled \"Viruses: More Friends Than Foes\" Moelling, 2017 . The scenario described here focuses on viruses as drivers of evolution.",
"The scenario described here focuses on viruses as drivers of evolution. The early RNA world gained interest 20-30 years ago as evidenced by the references provided above. Surprisingly, there are scientists who still believe in the \"pansperm hypothesis\" and think that retroviruses are of extraterrestric origin . .",
". The recent interest in the origin of life arose from the newly discovered exoplanets whose number increases daily -and which may be as numerous as 10 25 . Thus, pure statistics make some people believe that there is extraterrestrial life. The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking.",
"The extraterrestric life is mimicked in laboratories on Earth with many assumptions -perhaps this overview stimulates some thinking. The discussion presented here should be taken as concept about simple replicating and evolving entities possibly arising from different building blocks in other environments, with structure being more relevant than sequence."
] | 1,690 | 1,186 |
What causes avian infectious bronchitis? | infectious bronchitis virus (IBV) | [
"BACKGROUND: Avian infectious bronchitis is a highly contagious disease of the upper-respiratory tract caused by infectious bronchitis virus IBV . Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements in strategies to control IB. To this end, two chicken lines, selected for high L10H line and low L10L line serum concentration of mannose-binding lectin MBL were studied.",
"To this end, two chicken lines, selected for high L10H line and low L10L line serum concentration of mannose-binding lectin MBL were studied. In total, 32 birds from each line were used. Sixteen birds from each line were infected with IBV and sixteen were left uninfected.",
"Sixteen birds from each line were infected with IBV and sixteen were left uninfected. Eight uninfected and infected birds from each line were euthanized at 1 and 3 weeks post infection. RNA sequencing was performed on spleen samples from all 64 birds and differential gene expression analysis was performed for four comparisons: L10L line versus L10H line for uninfected birds at weeks 1 and 3, respectively, and in the same way for infected birds.",
"RNA sequencing was performed on spleen samples from all 64 birds and differential gene expression analysis was performed for four comparisons: L10L line versus L10H line for uninfected birds at weeks 1 and 3, respectively, and in the same way for infected birds. Functional analysis was performed using Gene Ontology GO Immune System Process terms specific for Gallus gallus. RESULTS: Comparing uninfected L10H and L10L birds, we identified 1698 and 1424 differentially expressed DE genes at weeks 1 and 3, respectively.",
"RESULTS: Comparing uninfected L10H and L10L birds, we identified 1698 and 1424 differentially expressed DE genes at weeks 1 and 3, respectively. For the IBV-infected birds, 1934 and 866 DE genes were identified between the two lines at weeks 1 and 3, respectively. The two most enriched GO terms emerging from the comparison of uninfected birds between the two lines were “Lymphocyte activation involved in immune response” and “Somatic recombination of immunoglobulin genes involved in immune response” at weeks 1 and 3, respectively.",
"The two most enriched GO terms emerging from the comparison of uninfected birds between the two lines were “Lymphocyte activation involved in immune response” and “Somatic recombination of immunoglobulin genes involved in immune response” at weeks 1 and 3, respectively. When comparing IBV-infected birds between the two lines, the most enriched GO terms were “Alpha-beta T cell activation” and “Positive regulation of leukocyte activation” at weeks 1 and 3, respectively. CONCLUSIONS: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation.",
"CONCLUSIONS: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation. The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article .1186/s12864-016-2403-1 contains supplementary material, which is available to authorized users.",
"ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article .1186/s12864-016-2403-1 contains supplementary material, which is available to authorized users. Text: Conclusions: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation. The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity.",
"The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity. Keywords: IBV, Coronavirus, Infectious bronchitis, Chicken, RNA sequencing, Transcriptome, Spleen, Mannose-binding lectin, Immune response Background Avian infectious bronchitis IB is an acute and highly contagious disease of the upper-respiratory tract caused by the infectious bronchitis virus IBV . The virus is a member of the Coronaviridae family and has numerous serotypes and strains.",
"The virus is a member of the Coronaviridae family and has numerous serotypes and strains. Rapid replication combined with high mutation rate and recombination are the main causes of the observed high diversity . The respiratory tract is the primary target organ and entry point for the virus, before further spread to kidneys and gonads.",
"The respiratory tract is the primary target organ and entry point for the virus, before further spread to kidneys and gonads. The most common symptoms of IB are related to the respiratory tract and include gasping, coughing, sneezing, tracheal rales, and nasal discharge . Feed conversion and average daily gain are affected in broilers, and infection is often followed by secondary bacterial infections.",
"Feed conversion and average daily gain are affected in broilers, and infection is often followed by secondary bacterial infections. In layers, IBV causes a reduction in egg production and egg quality. Today, IB is one of the most economically important diseases in the poultry industry .",
"Today, IB is one of the most economically important diseases in the poultry industry . Infection outbreaks are controlled by a combination of strict management practices and vaccination. The strict management practices, which include the maintenance of the housing temperature and ventilation, are essential, because IBV is highly contagious and spreads very fast.",
"The strict management practices, which include the maintenance of the housing temperature and ventilation, are essential, because IBV is highly contagious and spreads very fast. Live attenuated and inactivated vaccines are widely used for control and prevention of IBV infection . As there is little or no cross-protection between different serotypes/variants of the virus, hence vaccines should contain serotypes present in a particular area in order to induce adequate protection .",
"As there is little or no cross-protection between different serotypes/variants of the virus, hence vaccines should contain serotypes present in a particular area in order to induce adequate protection . New multi-strain vaccines with the optimal antigen combination and optimal adjuvants are therefore required for future IBV control. Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements of the vaccines.",
"Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements of the vaccines. IBV infection induces a wide range of immune responses in chickens. An innate immune response is activated during the initial stages of infection in the mucosal lining of the trachea following binding of IBV virions to receptors on epithelial cells .",
"An innate immune response is activated during the initial stages of infection in the mucosal lining of the trachea following binding of IBV virions to receptors on epithelial cells . Activation of this innate immune response may be initiated by Toll-like receptor TLR signaling upon IBV recognition . In addition, rapid activation of natural killer NK cells has been observed one day after IBV infection as well as increased macrophage numbers in lungs and trachea after primary IBV infection .",
"In addition, rapid activation of natural killer NK cells has been observed one day after IBV infection as well as increased macrophage numbers in lungs and trachea after primary IBV infection . In the case of the adaptive immune responses, T lymphocyte subpopulations are actively involved in the early stages of IBV clearance exhibiting rapid activation upon IBV infection . Furthermore, studies have shown that cytotoxic T lymphocytes CTL play an important role in responding to primary infections with IBV .",
"Furthermore, studies have shown that cytotoxic T lymphocytes CTL play an important role in responding to primary infections with IBV . In addition to T cell responses, IBV specific antibodies, of all three antibody classes present in chickens, have been reported . A specific local antibody response in avian infectious bronchitis is characteristic for the response to a secondary infection .",
"A specific local antibody response in avian infectious bronchitis is characteristic for the response to a secondary infection . The innate and adaptive immune systems are strongly interconnected, which is also seen in the response to IBV infection, and the connection possibly involves the serum collectin, mannose-binding lectin MBL as a key player . Two chicken lines which were selected for high and low MBL serum concentrations designated L10H and L10L, respectively , were used in the present study.",
"Two chicken lines which were selected for high and low MBL serum concentrations designated L10H and L10L, respectively , were used in the present study. Selective breeding has been performed for 14 generations using the combination of two strains 67.5 % UM-B19 chickens and 33.5 % White Cornish as a starting population, as described by Juul-Madsen et al. .",
". The final result was two divergent lines, with mean MBL serum concentrations of 33.4 μg/ml for the L10H line and 7.6 μg/ml for the L10L line, respectively . The mean MBL serum concentration for 14 different chicken lines representing both broilers and layers is around 6 μg/ml, but varies from 0.4 to 37.8 μg/ml in normal healthy chickens with protein produced in the liver as the main source of circulating MBL .",
"The mean MBL serum concentration for 14 different chicken lines representing both broilers and layers is around 6 μg/ml, but varies from 0.4 to 37.8 μg/ml in normal healthy chickens with protein produced in the liver as the main source of circulating MBL . In chickens, a positive correlation between MBL serum concentrations and the severity of several infections, such as infections caused by IBV , Escherichia coli and Pasteurella multocida , has been observed. Chicken MBL binds to IBV , therefore it is possible that MBL facilitates innate responses such as opsono-phagocytosis, complement activation or virus neutralization, in the early stages of IBV infection.",
"Chicken MBL binds to IBV , therefore it is possible that MBL facilitates innate responses such as opsono-phagocytosis, complement activation or virus neutralization, in the early stages of IBV infection. In mammals MBL has also been shown to influence induction of adaptive immunity . In support of the role of MBL in response to IBV, Kjaerup et al.",
"In support of the role of MBL in response to IBV, Kjaerup et al. observed considerable differences in cellular adaptive immune parameters in response to an IBV infection between lines L10L and L10H. Furthermore, birds from L10H line exhibited lower viral loads and less severe damage of tracheal cilia following the IBV infection in comparison to birds from the L10L line.",
"Furthermore, birds from L10H line exhibited lower viral loads and less severe damage of tracheal cilia following the IBV infection in comparison to birds from the L10L line. The aim of this study was to characterize the spleen transcriptome of healthy birds from the two lines selected for serum MBL, and to investigate differences in molecular mechanisms behind the development of systemic adaptive immunity between the L10L and L10H lines infected with IBV. The experimental timeline and sampling time points are as illustrated in Fig.",
"The experimental timeline and sampling time points are as illustrated in Fig. 1 and a full description of the experimental infection is reported by Kjaerup et al. . The birds were infected at 3 weeks of age and from day 2 post-infection p.i. , showed clinical signs characteristic of IBV infection, including sneezing and labored breathing.",
", showed clinical signs characteristic of IBV infection, including sneezing and labored breathing. Viral loads in tracheal swabs were assessed for all birds as reported in the previous paper published on the experimental infection study . No virus was detected in the uninfected birds at any time point throughout the experiment.",
"No virus was detected in the uninfected birds at any time point throughout the experiment. Viral genomes were detected in swabs from infected birds from day 1 to 8 p.i. Notably, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L .",
"Notably, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L . Detection and quantification of splenic gene expression RNA sequencing data were produced from eight infected and eight uninfected birds from each of the two lines at two sampling occasions, as described in the materials and methods section. All samples passed quality control measures for raw and trimmed sequenced reads except for individual no.",
"All samples passed quality control measures for raw and trimmed sequenced reads except for individual no. 46, which was removed due to a very low number of sequenced reads. For the remaining birds, an average of over 37 million reads were obtained per sample for the 63 samples analyzed, with 81 % of the reads mapping to the chicken genome reference sequence, as described in the materials and methods section See summary statistics with the number of mapped and total reads is presented in Additional file 1: Table S1 .",
"For the remaining birds, an average of over 37 million reads were obtained per sample for the 63 samples analyzed, with 81 % of the reads mapping to the chicken genome reference sequence, as described in the materials and methods section See summary statistics with the number of mapped and total reads is presented in Additional file 1: Table S1 . In total, 17,113 expressed genes were identified. After filtering genes with fewer than one read per million in eight samples genes which would not achieve statistical significance for differential expression , the final list contained 11,292 expressed genes.",
"After filtering genes with fewer than one read per million in eight samples genes which would not achieve statistical significance for differential expression , the final list contained 11,292 expressed genes. Before performing the differential gene expression analysis, further multivariate analysis was carried out on the raw and normalized gene count data to identify any discrepancies. Multi-dimensional scaling MDS plot on expressed genes between the two lines, L10H and L10L, showed that they differ considerably in their transcriptome profiles for both uninfected and IBV-infected birds See Additional file 2: Figure S1 .",
"Multi-dimensional scaling MDS plot on expressed genes between the two lines, L10H and L10L, showed that they differ considerably in their transcriptome profiles for both uninfected and IBV-infected birds See Additional file 2: Figure S1 . Moreover, inter-individual variation in gene expression at week 1 was considerably higher than that observed at week 3 for both uninfected and IBV-infected birds See Additional file 2: Figure S1 . Birds 22 and 47 were separated from the rest on the MDS plot See Additional file 2: Figure S1 .",
"Birds 22 and 47 were separated from the rest on the MDS plot See Additional file 2: Figure S1 . However, inspection of raw sequence data and mapping parameters did not identify any technical problems which would explain the observed out-grouping of these birds. In addition an interclass principal component analysis PCA was performed using raw and normalized gene counts.",
"In addition an interclass principal component analysis PCA was performed using raw and normalized gene counts. The interclass PCA revealed that the birds 22 and 47 were placed outside the 95 % confidence intervals of their respective treatments See Additional file 3: Figure S2 . However, the PCA did not identify any gene having extreme count profiles which may have contributed to the transcriptome dispersion of birds 22 and 47 with respect to their treatment groups.",
"However, the PCA did not identify any gene having extreme count profiles which may have contributed to the transcriptome dispersion of birds 22 and 47 with respect to their treatment groups. Although there was no clear technical or biological explanation for their out-grouping, these samples were removed from further analysis. Differential gene expression analysis was performed to compare the two chicken lines L10L and L10H at two time points for uninfected C1 and C2, see Fig.",
"Differential gene expression analysis was performed to compare the two chicken lines L10L and L10H at two time points for uninfected C1 and C2, see Fig. 1 and IBV-infected birds C3 and C4, see Fig. 1 .",
"1 and IBV-infected birds C3 and C4, see Fig. 1 . A large number of genes were differentially expressed DE between L10L and L10H lines at weeks 1 and 3, for both uninfected and IBV-infected birds see Table 1 , see Fig. 1 .",
"1 . We identified 1,698 and 1,424 DE genes for the uninfected birds between lines L10L and L10H at weeks 1 and 3, respectively see Table 1 . In total 692 genes had higher expression in L10H line and 1,006 had higher expression in line L10L for the uninfected birds at week 1 See Additional file 4: Table S2 and 774 genes had higher expression in L10H line and 650 genes had higher expression in L10L line for uninfected birds at week 3 See Additional file 5: Table S3 .",
"In total 692 genes had higher expression in L10H line and 1,006 had higher expression in line L10L for the uninfected birds at week 1 See Additional file 4: Table S2 and 774 genes had higher expression in L10H line and 650 genes had higher expression in L10L line for uninfected birds at week 3 See Additional file 5: Table S3 . Comparing IBV-infected L10H and L10L birds, we identified 1,934 and 866 DE genes at weeks 1 and 3, respectively see Table 1 . In total 931 genes had higher expression in line L10H and 1,003 had higher expression in line L10L at week 1 and at week 3, 508 had higher expression in line L10H and 358 had higher expression in line L10L Table 1 , Additional file 6: Table S4 and Additional file 7: Table S5 .",
"In total 931 genes had higher expression in line L10H and 1,003 had higher expression in line L10L at week 1 and at week 3, 508 had higher expression in line L10H and 358 had higher expression in line L10L Table 1 , Additional file 6: Table S4 and Additional file 7: Table S5 . There were also status-related changes in gene expression as shown in the Venn diagram Fig. 2 .",
"2 . At week 1, the total number of DE genes in uninfected birds Fig. 2 . Out of 3,011 1077 + 621 + 1313 DE genes for both uninfected and infected birds between the two lines only 621 ~20 % were common for two comparisons Fig. 2 .",
"2 . At week 3, the total number of DE genes in uninfected birds between the two lines was 1424 883 + 541 Table 1 , Fig. 2 which was higher comparing to 866 541 + 325 in infected birds between the two lines Table 1 , Fig. 2 .",
"2 . When comparing the uninfected and infected birds between the two lines, 541 ~30 % genes were common out of total of 1749 883 + 541+ 325 DE genes for both comparisons Fig. 2 .",
"2 . Moreover, we also performed differential gene expression analysis to compare two time points week 1 and week 3 in the two chicken lines L10L and L10H for uninfected C5 and C6, see Fig. 1 and IBV-infected birds C7 and C8, see Fig. 1 .",
"1 and IBV-infected birds C7 and C8, see Fig. 1 . Finally, differential gene expression analysis was also conducted to compare the two infection states uninfected and IBV-infected at two time points for the L10L chicken line C9 and C10, see Table S6 , Additional file 9: Table S7 , Additional file 10: Table S8 , Additional file 11: Table S9 , Additional file 12: Table S10 , Additional file 13: Table S11 , Additional file 14: Table S12 and Additional file 15: Table S13 .",
"Finally, differential gene expression analysis was also conducted to compare the two infection states uninfected and IBV-infected at two time points for the L10L chicken line C9 and C10, see Table S6 , Additional file 9: Table S7 , Additional file 10: Table S8 , Additional file 11: Table S9 , Additional file 12: Table S10 , Additional file 13: Table S11 , Additional file 14: Table S12 and Additional file 15: Table S13 . An enrichment gene set analysis was carried out to identify over-represented Gene Ontology GO \"Immune System Process\" terms using the lists of DE genes from comparisons between uninfected and infected birds from the two lines at 1 and 3 weeks p.i. The most enriched GO Immune System terms between the two lines when comparing uninfected birds from the two lines and then infected from the two lines are shown in Fig.",
"The most enriched GO Immune System terms between the two lines when comparing uninfected birds from the two lines and then infected from the two lines are shown in Fig. 3 . GO Immune System terms associated with genes that were differentially expressed between the two lines for uninfected birds at week 1 were \"Lymphocyte activation involved in immune response\" GO:0002285 , \"Activation of innate immune response\" GO:0002218 , \"Lymphocyte mediated immunity\" GO:0002449 , and \"Leukocyte Comparison between the two lines, L10H and L10L, uninfected and infected birds at two time points weeks 1 and 3 .",
"GO Immune System terms associated with genes that were differentially expressed between the two lines for uninfected birds at week 1 were \"Lymphocyte activation involved in immune response\" GO:0002285 , \"Activation of innate immune response\" GO:0002218 , \"Lymphocyte mediated immunity\" GO:0002449 , and \"Leukocyte Comparison between the two lines, L10H and L10L, uninfected and infected birds at two time points weeks 1 and 3 . Comparisons C1 -C4 correspond to differential gene expression comparisons presented in Fig. 1 For uninfected birds at week 3, the most enriched GO Immune System terms were \"Somatic recombination of immunoglobulin genes involved in immune response\" GO:0002204 and the \"Adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily\" GO:0002460 See Fig.",
"1 For uninfected birds at week 3, the most enriched GO Immune System terms were \"Somatic recombination of immunoglobulin genes involved in immune response\" GO:0002204 and the \"Adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily\" GO:0002460 See Fig. 3 , See Additional file 17: Figure S4 . In total, 47 DE genes mapped to GO Immune System terms in this comparison Fig.",
"In total, 47 DE genes mapped to GO Immune System terms in this comparison Fig. 4 . Among the DE genes that had a higher expression in the line L10H at week 3, in the uninfected group, were IL7, FKBP1B, FAS and PTPN22, which were also seen differentially expressed between lines at week 1 See Fig.",
"Among the DE genes that had a higher expression in the line L10H at week 3, in the uninfected group, were IL7, FKBP1B, FAS and PTPN22, which were also seen differentially expressed between lines at week 1 See Fig. 4 , Additional file 17: Figure S4 . Comparing infected birds from the two lines, at week 1, \"Alpha-beta T cell activation\" GO:0046631 , \"Activation of innate immune response\" GO:0002218 and \"Leukocyte differentiation\" GO:0002521 functions were the three most enriched GO Immune System terms Fig.",
"Comparing infected birds from the two lines, at week 1, \"Alpha-beta T cell activation\" GO:0046631 , \"Activation of innate immune response\" GO:0002218 and \"Leukocyte differentiation\" GO:0002521 functions were the three most enriched GO Immune System terms Fig. 3 . CXCR4 Chemokine receptor 4 , PTPN22 and FAS were among the most highly expressed genes in L10H See Fig.",
"CXCR4 Chemokine receptor 4 , PTPN22 and FAS were among the most highly expressed genes in L10H See Fig. 4 , Additional file 18: Figure S5 . The major GO Immune System term that was strongly enriched for in the infected birds at week 3 was \"Positive regulation of leukocyte activation\" GO:0002696 See Figure S6 .",
"The major GO Immune System term that was strongly enriched for in the infected birds at week 3 was \"Positive regulation of leukocyte activation\" GO:0002696 See Figure S6 . The present study used two lines, L10L and L10H, which have been divergently selected for high and low MBL serum concentration for 14 generations, Fig. 3 Functional map of differentially expressed genes enriched for GO Immune System terms.",
"3 Functional map of differentially expressed genes enriched for GO Immune System terms. The top categories of the GO Immune System terms associated with differentially expressed DE genes. All categories were statistically significant adjusted p-value < 0.001 .",
"All categories were statistically significant adjusted p-value < 0.001 . The chart fragments represent the number of genes associated with the terms as a proportion of the total number of genes within the respective GO term. Terms which have not been grouped are shown in grey respectively.",
"Terms which have not been grouped are shown in grey respectively. These two lines have earlier been extensively used for immunological studies and exhibit differences in immunological parameters after being challenged with several pathogens . The spleen is a secondary lymphoid organ where innate and adaptive immune responses can be efficiently mounted.",
"The spleen is a secondary lymphoid organ where innate and adaptive immune responses can be efficiently mounted. In addition, the avian spleen is considered to play a very important immunological role because avian lymphatic vessels and lymph nodes are poorly developed . The transcriptome differences in the spleen between the two lines, L10L and L10H, for uninfected healthy and IBV-infected birds were investigated, focusing on the differential expression of immune-related genes within significantly enriched immune-related GO terms.",
"The transcriptome differences in the spleen between the two lines, L10L and L10H, for uninfected healthy and IBV-infected birds were investigated, focusing on the differential expression of immune-related genes within significantly enriched immune-related GO terms. Large differences in transcriptome profiles were observed between birds from the two lines, both uninfected healthy and following the experimental IBV challenge See Additional file 2: Figure S1 . This suggests Fig.",
"This suggests Fig. 4 Differentially expressed genes associated with the GO Immune System term. Heatmap representation of the differentially expressed DE genes associated with the GO Immune System terms for the four comparisons between the two lines, L10H and L10L, uninfected and infected groups at two time points, weeks 1 and 3.",
"Heatmap representation of the differentially expressed DE genes associated with the GO Immune System terms for the four comparisons between the two lines, L10H and L10L, uninfected and infected groups at two time points, weeks 1 and 3. The heat map is constructed using the average values of counts per millions for each group that selection for MBL serum levels in the two lines had a much wider effect which goes beyond the expression of the MBL gene . The observed transcriptome differences can probably be attributed to correlated response to selection or random genetic drift .",
"The observed transcriptome differences can probably be attributed to correlated response to selection or random genetic drift . Correlated selection occurs when a trait is affected by selection on a another trait and is dependent on a genetic correlation between the two traits, which is well known in animal breeding . Alternatively, random genetic drift could contribute to the observed differences, considering that the founder population of the two lines was small .",
"Alternatively, random genetic drift could contribute to the observed differences, considering that the founder population of the two lines was small . Focusing on the expression of immune-related genes: at week 1, the uninfected birds showed differences in the expression of genes involved in both adaptive immunity and innate immunity-related pathways See Additional file 16: Figure S3 . In addition, the line L10H had a lower expression for the subset of the innate immune genes, TYRO3, TRAF3 and TLR7 at week 1 See Additional file 16: Figure S3 and Fig.",
"In addition, the line L10H had a lower expression for the subset of the innate immune genes, TYRO3, TRAF3 and TLR7 at week 1 See Additional file 16: Figure S3 and Fig. 4 . TYRO3 encodes tyrosineprotein kinase receptor 3 TYRO3 which is involved in inhibition of TLR signaling pathways and TLR-induced cytokine signaling pathways.",
"TYRO3 encodes tyrosineprotein kinase receptor 3 TYRO3 which is involved in inhibition of TLR signaling pathways and TLR-induced cytokine signaling pathways. These two pathways influence immune-related processes, including cell proliferation/survival, cell adhesion and migration and inhibits the innate inflammatory response to pathogens . TRAF3 encodes a cytoplasmic signaling protein, which plays a critical role in the regulation of antiviral response and viral evasion .",
"TRAF3 encodes a cytoplasmic signaling protein, which plays a critical role in the regulation of antiviral response and viral evasion . TLR7 was also among the DE innate immunity-related genes with higher expression in the line L10H. Chicken TLR7 has been shown to play a part in the response to IBV infections .",
"Chicken TLR7 has been shown to play a part in the response to IBV infections . In addition to the differences in the expression profiles for a subset of innate immune genes, the two lines also differed in their expression of adaptive immune genes. Uninfected birds from L10H had a higher gene expression compared to the line L10L, for TGFB3, IL7, FKBP1B, FAS and PTPN22.",
"Uninfected birds from L10H had a higher gene expression compared to the line L10L, for TGFB3, IL7, FKBP1B, FAS and PTPN22. These genes are known to be involved in a wide range of adaptive immune processes. In humans, reducing the TGF-β signaling on T cells has been shown to increase the function of CD8 T cells in an indirect way which results in the rapid elimination of viruses, enabling the creation of an effective memory response .",
"In humans, reducing the TGF-β signaling on T cells has been shown to increase the function of CD8 T cells in an indirect way which results in the rapid elimination of viruses, enabling the creation of an effective memory response . Similarly, human IL-7 plays a key role in the survival of both naïve and memory CD4 and CD8 T cells. Moreover, an in vitro study showed that inhibition of FKBP1B and other cyclophilins blocked the replication of different Coronaviruses, including IBV .",
"Moreover, an in vitro study showed that inhibition of FKBP1B and other cyclophilins blocked the replication of different Coronaviruses, including IBV . In analogy, uninfected birds from the L10H line had a higher expression of IL7, FKBP1B, FAS and PTPN22. Generally the uninfected healthy birds from the two lines exhibit different expression profiles for this subset of innate and adaptive immune genes probably resulting from the divergent selection for the MBL serum concentration.",
"Generally the uninfected healthy birds from the two lines exhibit different expression profiles for this subset of innate and adaptive immune genes probably resulting from the divergent selection for the MBL serum concentration. Selection in animal breeding have been shown to have an extensive effect on a variety of traits including immunological . Moreover, correlated response to selection has been observed in the case where selection was performed on less complex traits such as testosterone levels .",
"Moreover, correlated response to selection has been observed in the case where selection was performed on less complex traits such as testosterone levels . Finally, different expression profiles for the subset of innate and adaptive immune in the uninfected birds from the two lines might be due to the balance in the effect of MBL serum levels. High levels of human MBL have been mostly reported as beneficial while in case of intracellular parasitic disease the effect of MBL serum level might be opposite .",
"High levels of human MBL have been mostly reported as beneficial while in case of intracellular parasitic disease the effect of MBL serum level might be opposite . The results indicate that selection for MBL serum levels might lead to favoring specific modes of immune responses depending on the MBL function. Large differences in the expression patterns were seen between the two lines following infection with IBV and these differences involved adaptive immunity-related pathways which are associated with \"Alpha-beta T cell activation\" GO:0046631 , and \"Activation of innate immune response\" GO:0002218 See Additional file 18: Figure S5 .",
"Large differences in the expression patterns were seen between the two lines following infection with IBV and these differences involved adaptive immunity-related pathways which are associated with \"Alpha-beta T cell activation\" GO:0046631 , and \"Activation of innate immune response\" GO:0002218 See Additional file 18: Figure S5 . The observed enrichment for GO terms related to T cell activation is in accordance with a previous study of these lines that showed that the IBV-specific T cells are present in large numbers in the spleen after IBV infection . At week 1 post infection CXCR4, FAS and PTPN22 showed higher expression in line L10H.",
"At week 1 post infection CXCR4, FAS and PTPN22 showed higher expression in line L10H. The CXC chemokine receptors are expressed on both effector and memory T cells and play a key role in the homeostasis of memory T cells . FAS has been shown to be upregulated in the kidney of chickens challenged with IBV .",
"FAS has been shown to be upregulated in the kidney of chickens challenged with IBV . The Fas/FasL pathway is an important pathway of killing for cytotoxic T cells . Similarly, PTPN22 has been shown to be differentially expressed in chickens following pathogen challenge, and in particular following infection with Escherichia coli .",
"Similarly, PTPN22 has been shown to be differentially expressed in chickens following pathogen challenge, and in particular following infection with Escherichia coli . Additionally VCAM1 and JMJD6 were among the adaptive immunity-related genes DE between lines at week 3 See Fig. 4 , Additional file 19: Figure S6 .",
"4 , Additional file 19: Figure S6 . The VCAM1 gene is known to be involved in the activation of T cells . Furthermore, a recent study demonstrated that JMJD6 regulates proliferation of memory T cells during a viral infection which is of great interest considering that had higher expression in the IBVinfected birds from L10H line at week 3.",
"Furthermore, a recent study demonstrated that JMJD6 regulates proliferation of memory T cells during a viral infection which is of great interest considering that had higher expression in the IBVinfected birds from L10H line at week 3. The results show that the two lines differ greatly in the expression of adaptive immunity-related genes following infection, which may imply the presence of different modes of gene regulation. The sampling times were chosen to access responses both in the effector phase week 1 and memory phase week 3 of the adaptive immune response to IBV.",
"The sampling times were chosen to access responses both in the effector phase week 1 and memory phase week 3 of the adaptive immune response to IBV. In accordance, at 1 week, post infection subsets of genes actively involved in T cell proliferation show differences between the lines. Also, at week 3 immune-related gene expression profiles in response to IBV infection that differ between the lines are more related to maintenance of T cell memory.",
"Also, at week 3 immune-related gene expression profiles in response to IBV infection that differ between the lines are more related to maintenance of T cell memory. MBL is known to be involved in regulation of dendritic cell maturation as well as cytokine production . Dendritic cells, which are the main antigen presenting cells and are actively involved in regulation of adaptive immune responses, possess the receptors for MBL in mammals .",
"Dendritic cells, which are the main antigen presenting cells and are actively involved in regulation of adaptive immune responses, possess the receptors for MBL in mammals . Therefore, the two lines selected for different MBL serum concentration may display differences in adaptive immune responses and development of adaptive immunity as a result of differences in response to cytokine signaling from dendritic cells. Other studies of the two lines, L10L and L10H, have shown that they differ in disease response parameters after being challenged with different pathogens.",
"Other studies of the two lines, L10L and L10H, have shown that they differ in disease response parameters after being challenged with different pathogens. The L10L line has been associated with increased viral replication in the airway after an infectious bronchitis virus IBV infection , reduced growth rate after an Escherichia coli infection and greater intestinal colonization after Salmonella Infantis infection . In the present experiment, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L .",
"In the present experiment, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L . Furthermore, L10H birds in the present study exhibited a less severe damage of tracheal cilia following the IBV infection in comparison to the L10L line unpublished data . In the current experiment phenotypic differences in additional traits connected to adaptive immunity were observed, including numbers of circulating B cells and cytotoxic T cells .",
"In the current experiment phenotypic differences in additional traits connected to adaptive immunity were observed, including numbers of circulating B cells and cytotoxic T cells . Based on these observations it seems that selection for high MBL serum concentration allows birds to cope better after being infected with a range of pathogens. Therefore, the observed differences in the expression profiles for the adaptive and innate immune-related genes are a reflection of differences in disease resistance and immune responses between the lines L10L and L10H.",
"Therefore, the observed differences in the expression profiles for the adaptive and innate immune-related genes are a reflection of differences in disease resistance and immune responses between the lines L10L and L10H. In conclusion, large differences in the spleen transcriptome between the two chicken lines, L10L and L10H, were observed in both uninfected healthy and IBVinfected birds. The uninfected birds from the two lines showed differences in expression profiles for a subset of both adaptive and innate immunity-related genes, which may represent differences in preparedness to respond to an infection.",
"The uninfected birds from the two lines showed differences in expression profiles for a subset of both adaptive and innate immunity-related genes, which may represent differences in preparedness to respond to an infection. Following infection with IBV, the two lines showed large differences in expression of genes involved in the adaptive cellular immune response such as T cell activation and proliferation pathways and hence their ability to respond to the infection, which is reflected in the difference in pathogen load seen between the two lines. This study is a follow-up of the experiment performed by Kjaerup et al.",
"This study is a follow-up of the experiment performed by Kjaerup et al. which characterized the cellular and humoral immune response of the two chicken lines, L10H and L10L, divergently selected for MBL serum concentrations following IBV infection. In total, 96 birds were used in the experimental study originating from the two Aarhus University inbred lines, L10H and L10L .",
"In total, 96 birds were used in the experimental study originating from the two Aarhus University inbred lines, L10H and L10L . All 96 birds were reared together in a biosecure IBV-free environment until they were 3 weeks of age and then allocated to two different groups with 24 birds from each line in each group uninfected and infected . The birds were transferred to a biosafety level 2 facility and placed in isolators.",
"The birds were transferred to a biosafety level 2 facility and placed in isolators. Two isolators contained uninfected chickens and two isolators contained infected chickens. Each isolator having an equal mix of the two lines as described by Kjaerup et al. . The virulent IBV-M41 strain was used for the infection a kind gift from Dr. med. vet.",
"vet. Hans C. Philipp at the Lohmann Animal Health GmbH, Cuxhaven, Germany . The virus had been passaged twice in specific pathogen-free embryonated eggs. The IBV inocula were prepared in phosphate-buffered saline PBS immediately before use and contained 2 × 10 5.2 EID 50 /200 μl of IBV-M41 virus.",
"The IBV inocula were prepared in phosphate-buffered saline PBS immediately before use and contained 2 × 10 5.2 EID 50 /200 μl of IBV-M41 virus. The first and the second group the uninfected groups were mock-infected with 200 μl PBS per bird. The third and fourth groups the infected groups received 200 μL of IBV-M41.",
"The third and fourth groups the infected groups received 200 μL of IBV-M41. The inocula were given half nasally and half orally to mimic the natural infection routes of IBV in the chicken. Chickens were fed diets that met or exceeded the National Research Council requirements. Feed and water were provided ad libitum.",
"Feed and water were provided ad libitum. The birds were monitored daily for clinical signs of disease and disease parameters were measured as reported by Kjaerup et al. . None of the individuals received antibiotic therapy during the experimental period.",
". None of the individuals received antibiotic therapy during the experimental period. The study was carried out under strict ethical approval and monitoring see the statement at the end of the Materials and Methods section . For this study 64 spleen samples were harvested and used for RNA sequencing.",
"For this study 64 spleen samples were harvested and used for RNA sequencing. The birds were sacrificed 1 and 3 weeks post infection by cervical dislocation and spleen samples were collected. At both time points, eight samples from the two lines, L10H and line L10L, from each group uninfected and infected were collected as illustrated in Fig.",
"At both time points, eight samples from the two lines, L10H and line L10L, from each group uninfected and infected were collected as illustrated in Fig. 1 . After collection, spleens were sectioned triangular cross-sectional slice from upper part and identical samples from each chicken were immediately placed in RNAlater® Stabilization Solution Ambion Inc., Austin, Texas that were incubated at 4°C overnight and then transferred to -20°C the following day.",
"After collection, spleens were sectioned triangular cross-sectional slice from upper part and identical samples from each chicken were immediately placed in RNAlater® Stabilization Solution Ambion Inc., Austin, Texas that were incubated at 4°C overnight and then transferred to -20°C the following day. Tissue samples were homogenized on a TissueLyzer LT Qiagen, Hilden, Germany . Total RNA was extracted with the Qiagen RNAeasy Kit Catalog ID 74104, Qiagen, Venlo, Netherlands according to the manufacturer's instructions.",
"Total RNA was extracted with the Qiagen RNAeasy Kit Catalog ID 74104, Qiagen, Venlo, Netherlands according to the manufacturer's instructions. The quality of the 64 total RNA samples was verified using a 2200 TapeStation RNA Screen Tape device Agilent, Santa Clara, CA, USA and the concentration ascertained using an ND-1000 spectrophotometer Nano-Drop, Wilmington, DE . Libraries were prepared with the Illumina TruseqRNA sample prep kit Catalog ID FC-122-1001, Illumina, San Diego, USA following the manufacturer's protocol and evaluated with the Agilent Tape Station 2200.",
"Libraries were prepared with the Illumina TruseqRNA sample prep kit Catalog ID FC-122-1001, Illumina, San Diego, USA following the manufacturer's protocol and evaluated with the Agilent Tape Station 2200. Libraries were quantified by Picogreen and then normalized to 10 nM as recommended by Illumina for cluster generation on the Hiseq2000. Equimolar amounts of each library were mixed before NaOH denaturation.",
"Equimolar amounts of each library were mixed before NaOH denaturation. The Illumina Truseq PE cluster kit v3 Catalog ID PE-401-3001 was used to generate clusters on the grafted Illumina Flowcell and the hybridized libraries were sequenced on six lines of a Flowcell on the Hiseq2000 with 100 cycles of a paired-end sequencing module using the Truseq SBS kit v3 Catalog ID FC-401-3001 . Quality control, mapping of RNA sequencing reads and counting mapped reads Initial control quality was assessed by the FastQC software version 0.11.3 .",
"Quality control, mapping of RNA sequencing reads and counting mapped reads Initial control quality was assessed by the FastQC software version 0.11.3 . Raw reads were than trimmed for low quality bases using the Trimmomatic tool version 0.32 applying minimum Phred quality score >10 averaged across the sliding window of five bases. Furthermore, all reads with the length below 40 bp were removed.",
"Furthermore, all reads with the length below 40 bp were removed. The trimmed reads were mapped to the Gallus gallus reference genome Gallus_gallus-4.0, release 80 using a spliced aligner TopHat2 version 2.014 . The Gallus gallus gene annotation used for mapping was retrieved from Ensembl database version 80 ..",
"The Gallus gallus gene annotation used for mapping was retrieved from Ensembl database version 80 .. The mapping quality was assessed using a set of Python scripts within the RSeQC toolkit . The quality control assessment included inspection of the read coverage over the full gene body in order to assess if reads coverage was uniform and if there was any 5' or 3' bias as well as how the mapped reads were distributed over genome features.",
"The quality control assessment included inspection of the read coverage over the full gene body in order to assess if reads coverage was uniform and if there was any 5' or 3' bias as well as how the mapped reads were distributed over genome features. Gene count estimation was performed using the HTSeq-count tool in 'union' mode. The HTSeq-count is a Python script within the HTSeq framework, version 0.7.1, which is an open source toolkit that allows the input of raw counts from aligned reads to be annotated with gene names based on genomic features .",
"The HTSeq-count is a Python script within the HTSeq framework, version 0.7.1, which is an open source toolkit that allows the input of raw counts from aligned reads to be annotated with gene names based on genomic features . The read counts obtained were used to estimate gene expression and identify differentially expressed DE genes. This was achieved using Bioconductor package edgeR version 3.10.0 and limma version 3.24.5 following a previously described protocol .",
"This was achieved using Bioconductor package edgeR version 3.10.0 and limma version 3.24.5 following a previously described protocol . Before performing statistical analysis, genes with low levels of expression were filtered out using a threshold of least one read per million in n of the samples, where n is the size of the smallest group of replicates, which in this case was eight. In order to account for technical and biological effects reads counts were normalized using the \"calc-NormFactors\" function implemented in the edgeR package.",
"In order to account for technical and biological effects reads counts were normalized using the \"calc-NormFactors\" function implemented in the edgeR package. This function normalizes the data by finding a set of scaling factors for the library sizes that minimizes the log-fold changes between the samples. The scale factors were computed using the trimmed mean of M-values TMM between samples .",
"The scale factors were computed using the trimmed mean of M-values TMM between samples . Common and tag-wise dispersion estimates were calculated with the Cox-Reid profile adjusted likelihood method in order to correct for the technical and biological variation when fitting the multivariate negative binomial model . Multidimensional scaling MDS was implemented in the edgeR package, to assess similarity of the samples visually.",
"Multidimensional scaling MDS was implemented in the edgeR package, to assess similarity of the samples visually. The MDS plot was created in order to visualize the relationship between samples and identify possible outliers . MDS is based on comparing the relationship between all pairs of samples by applying a countspecific pairwise distance measure .",
"MDS is based on comparing the relationship between all pairs of samples by applying a countspecific pairwise distance measure . Possible outliers were further investigated using principal component analysis PCA to remove samples which fell outside a 95 % confidence ellipse. A design matrix was created in order to specify the factors that were expected to affect the expression level.",
"A design matrix was created in order to specify the factors that were expected to affect the expression level. The matrix was constructed to fit the saturated model where each treatment combination was considered separately. Eight treatment combinations were considered as illustrated in Fig.",
"Eight treatment combinations were considered as illustrated in Fig. 1 : uninfected birds from the line L10H at week 1, uninfected birds from the line L10L at week 1, infected birds from the line L10H at week 1, infected birds from the line L10L at week 1, uninfected birds from the line L10H at week 3, uninfected birds from the line L10L at week 3, infected birds from the line L10H at week 3, infected birds from the line L10L at week 3. A generalized linear model likelihood ratio test, specifying the difference of interest, was used to test for differential expression between these treatment combinations.",
"A generalized linear model likelihood ratio test, specifying the difference of interest, was used to test for differential expression between these treatment combinations. The differential expression analysis was performed comparing the log-fold differences in gene counts between two lines L10H and L10L at different time points weeks 1 and 3 and for different status uninfected and infected separately Fig. 1 .",
"1 . Benjamini Hochberg false discovery rates FDR for a transcriptome-wide experiment were calculated to correct for multiple testing . All genes with an FDR-adjusted p-value <0.05 were considered individual genes of interest and were retained for further analysis.",
"All genes with an FDR-adjusted p-value <0.05 were considered individual genes of interest and were retained for further analysis. Functional analysis of the DE genes was performed using the Cytoscape version 3.2.1 with the ClueGo version 2.1.7 plug-in to enrich the annotation and enrichment of the differentially expressed DE genes for four comparisons C1-C4, see Fig. 1 .",
"1 . ClueGO determines the distribution of the target genes across the GO Gene Ontology terms and pathways: this study focused on. The p-value was calculated using right-sided hypergeometric tests and Benjamini-Hochberg adjustment was used for multiple test correction.",
"The p-value was calculated using right-sided hypergeometric tests and Benjamini-Hochberg adjustment was used for multiple test correction. An adjusted pvalue of 0.001 indicated a statistically significant deviation from the expected distribution, and that the corresponding GO terms and pathways were enriched for the target genes. The association strength between the terms was calculated using a corrected kappa statistic of 0.4.",
"The association strength between the terms was calculated using a corrected kappa statistic of 0.4. The network created represented the terms as nodes which were linked based on a 0.4 kappa score level. The size of the nodes reflected the enrichment significance of the terms. The network was automatically laid out using the Organic layout algorithm supported by Cytoscape.",
"The network was automatically laid out using the Organic layout algorithm supported by Cytoscape. The functional groups were created by iterative merging of initially defined groups based on the predefined kappa score threshold. Only functional groups represented by their most significant term were visualized in the network providing an insightful view of their interrelations .",
"Only functional groups represented by their most significant term were visualized in the network providing an insightful view of their interrelations . The experimental procedures were conducted under the protocols approved by the Danish Animal Experiments Inspectorate and complied with the Danish Ministry of Justice Law no. 382 June 10, 1987 and Acts 739 December 6, 1988 and 333 May 19, 1990 concerning animal experimentation and care of experimental animals.",
"382 June 10, 1987 and Acts 739 December 6, 1988 and 333 May 19, 1990 concerning animal experimentation and care of experimental animals. The license to conduct the animal experiment was obtained by Helle R. Juul-Madsen. comparison between uninfected birds at week 1.",
"comparison between uninfected birds at week 1. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms.",
"The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The colour pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 60 kb Additional file 17: Figure S4 .",
"PDF 60 kb Additional file 17: Figure S4 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between uninfected birds at week 3. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colours according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 55 kb Additional file 18: Figure S5 .",
"PDF 55 kb Additional file 18: Figure S5 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between infected birds at week 1. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 70 kb Additional file 19: Figure S6 .",
"PDF 70 kb Additional file 19: Figure S6 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between infected birds at week 3. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 30 kb"
] | 1,691 | 5,160 |
What differentiated the two chicken lines used in this study? | serum concentration of mannose-binding lectin (MBL) | [
"BACKGROUND: Avian infectious bronchitis is a highly contagious disease of the upper-respiratory tract caused by infectious bronchitis virus IBV . Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements in strategies to control IB. To this end, two chicken lines, selected for high L10H line and low L10L line serum concentration of mannose-binding lectin MBL were studied.",
"To this end, two chicken lines, selected for high L10H line and low L10L line serum concentration of mannose-binding lectin MBL were studied. In total, 32 birds from each line were used. Sixteen birds from each line were infected with IBV and sixteen were left uninfected.",
"Sixteen birds from each line were infected with IBV and sixteen were left uninfected. Eight uninfected and infected birds from each line were euthanized at 1 and 3 weeks post infection. RNA sequencing was performed on spleen samples from all 64 birds and differential gene expression analysis was performed for four comparisons: L10L line versus L10H line for uninfected birds at weeks 1 and 3, respectively, and in the same way for infected birds.",
"RNA sequencing was performed on spleen samples from all 64 birds and differential gene expression analysis was performed for four comparisons: L10L line versus L10H line for uninfected birds at weeks 1 and 3, respectively, and in the same way for infected birds. Functional analysis was performed using Gene Ontology GO Immune System Process terms specific for Gallus gallus. RESULTS: Comparing uninfected L10H and L10L birds, we identified 1698 and 1424 differentially expressed DE genes at weeks 1 and 3, respectively.",
"RESULTS: Comparing uninfected L10H and L10L birds, we identified 1698 and 1424 differentially expressed DE genes at weeks 1 and 3, respectively. For the IBV-infected birds, 1934 and 866 DE genes were identified between the two lines at weeks 1 and 3, respectively. The two most enriched GO terms emerging from the comparison of uninfected birds between the two lines were “Lymphocyte activation involved in immune response” and “Somatic recombination of immunoglobulin genes involved in immune response” at weeks 1 and 3, respectively.",
"The two most enriched GO terms emerging from the comparison of uninfected birds between the two lines were “Lymphocyte activation involved in immune response” and “Somatic recombination of immunoglobulin genes involved in immune response” at weeks 1 and 3, respectively. When comparing IBV-infected birds between the two lines, the most enriched GO terms were “Alpha-beta T cell activation” and “Positive regulation of leukocyte activation” at weeks 1 and 3, respectively. CONCLUSIONS: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation.",
"CONCLUSIONS: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation. The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article .1186/s12864-016-2403-1 contains supplementary material, which is available to authorized users.",
"ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article .1186/s12864-016-2403-1 contains supplementary material, which is available to authorized users. Text: Conclusions: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation. The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity.",
"The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity. Keywords: IBV, Coronavirus, Infectious bronchitis, Chicken, RNA sequencing, Transcriptome, Spleen, Mannose-binding lectin, Immune response Background Avian infectious bronchitis IB is an acute and highly contagious disease of the upper-respiratory tract caused by the infectious bronchitis virus IBV . The virus is a member of the Coronaviridae family and has numerous serotypes and strains.",
"The virus is a member of the Coronaviridae family and has numerous serotypes and strains. Rapid replication combined with high mutation rate and recombination are the main causes of the observed high diversity . The respiratory tract is the primary target organ and entry point for the virus, before further spread to kidneys and gonads.",
"The respiratory tract is the primary target organ and entry point for the virus, before further spread to kidneys and gonads. The most common symptoms of IB are related to the respiratory tract and include gasping, coughing, sneezing, tracheal rales, and nasal discharge . Feed conversion and average daily gain are affected in broilers, and infection is often followed by secondary bacterial infections.",
"Feed conversion and average daily gain are affected in broilers, and infection is often followed by secondary bacterial infections. In layers, IBV causes a reduction in egg production and egg quality. Today, IB is one of the most economically important diseases in the poultry industry .",
"Today, IB is one of the most economically important diseases in the poultry industry . Infection outbreaks are controlled by a combination of strict management practices and vaccination. The strict management practices, which include the maintenance of the housing temperature and ventilation, are essential, because IBV is highly contagious and spreads very fast.",
"The strict management practices, which include the maintenance of the housing temperature and ventilation, are essential, because IBV is highly contagious and spreads very fast. Live attenuated and inactivated vaccines are widely used for control and prevention of IBV infection . As there is little or no cross-protection between different serotypes/variants of the virus, hence vaccines should contain serotypes present in a particular area in order to induce adequate protection .",
"As there is little or no cross-protection between different serotypes/variants of the virus, hence vaccines should contain serotypes present in a particular area in order to induce adequate protection . New multi-strain vaccines with the optimal antigen combination and optimal adjuvants are therefore required for future IBV control. Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements of the vaccines.",
"Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements of the vaccines. IBV infection induces a wide range of immune responses in chickens. An innate immune response is activated during the initial stages of infection in the mucosal lining of the trachea following binding of IBV virions to receptors on epithelial cells .",
"An innate immune response is activated during the initial stages of infection in the mucosal lining of the trachea following binding of IBV virions to receptors on epithelial cells . Activation of this innate immune response may be initiated by Toll-like receptor TLR signaling upon IBV recognition . In addition, rapid activation of natural killer NK cells has been observed one day after IBV infection as well as increased macrophage numbers in lungs and trachea after primary IBV infection .",
"In addition, rapid activation of natural killer NK cells has been observed one day after IBV infection as well as increased macrophage numbers in lungs and trachea after primary IBV infection . In the case of the adaptive immune responses, T lymphocyte subpopulations are actively involved in the early stages of IBV clearance exhibiting rapid activation upon IBV infection . Furthermore, studies have shown that cytotoxic T lymphocytes CTL play an important role in responding to primary infections with IBV .",
"Furthermore, studies have shown that cytotoxic T lymphocytes CTL play an important role in responding to primary infections with IBV . In addition to T cell responses, IBV specific antibodies, of all three antibody classes present in chickens, have been reported . A specific local antibody response in avian infectious bronchitis is characteristic for the response to a secondary infection .",
"A specific local antibody response in avian infectious bronchitis is characteristic for the response to a secondary infection . The innate and adaptive immune systems are strongly interconnected, which is also seen in the response to IBV infection, and the connection possibly involves the serum collectin, mannose-binding lectin MBL as a key player . Two chicken lines which were selected for high and low MBL serum concentrations designated L10H and L10L, respectively , were used in the present study.",
"Two chicken lines which were selected for high and low MBL serum concentrations designated L10H and L10L, respectively , were used in the present study. Selective breeding has been performed for 14 generations using the combination of two strains 67.5 % UM-B19 chickens and 33.5 % White Cornish as a starting population, as described by Juul-Madsen et al. .",
". The final result was two divergent lines, with mean MBL serum concentrations of 33.4 μg/ml for the L10H line and 7.6 μg/ml for the L10L line, respectively . The mean MBL serum concentration for 14 different chicken lines representing both broilers and layers is around 6 μg/ml, but varies from 0.4 to 37.8 μg/ml in normal healthy chickens with protein produced in the liver as the main source of circulating MBL .",
"The mean MBL serum concentration for 14 different chicken lines representing both broilers and layers is around 6 μg/ml, but varies from 0.4 to 37.8 μg/ml in normal healthy chickens with protein produced in the liver as the main source of circulating MBL . In chickens, a positive correlation between MBL serum concentrations and the severity of several infections, such as infections caused by IBV , Escherichia coli and Pasteurella multocida , has been observed. Chicken MBL binds to IBV , therefore it is possible that MBL facilitates innate responses such as opsono-phagocytosis, complement activation or virus neutralization, in the early stages of IBV infection.",
"Chicken MBL binds to IBV , therefore it is possible that MBL facilitates innate responses such as opsono-phagocytosis, complement activation or virus neutralization, in the early stages of IBV infection. In mammals MBL has also been shown to influence induction of adaptive immunity . In support of the role of MBL in response to IBV, Kjaerup et al.",
"In support of the role of MBL in response to IBV, Kjaerup et al. observed considerable differences in cellular adaptive immune parameters in response to an IBV infection between lines L10L and L10H. Furthermore, birds from L10H line exhibited lower viral loads and less severe damage of tracheal cilia following the IBV infection in comparison to birds from the L10L line.",
"Furthermore, birds from L10H line exhibited lower viral loads and less severe damage of tracheal cilia following the IBV infection in comparison to birds from the L10L line. The aim of this study was to characterize the spleen transcriptome of healthy birds from the two lines selected for serum MBL, and to investigate differences in molecular mechanisms behind the development of systemic adaptive immunity between the L10L and L10H lines infected with IBV. The experimental timeline and sampling time points are as illustrated in Fig.",
"The experimental timeline and sampling time points are as illustrated in Fig. 1 and a full description of the experimental infection is reported by Kjaerup et al. . The birds were infected at 3 weeks of age and from day 2 post-infection p.i. , showed clinical signs characteristic of IBV infection, including sneezing and labored breathing.",
", showed clinical signs characteristic of IBV infection, including sneezing and labored breathing. Viral loads in tracheal swabs were assessed for all birds as reported in the previous paper published on the experimental infection study . No virus was detected in the uninfected birds at any time point throughout the experiment.",
"No virus was detected in the uninfected birds at any time point throughout the experiment. Viral genomes were detected in swabs from infected birds from day 1 to 8 p.i. Notably, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L .",
"Notably, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L . Detection and quantification of splenic gene expression RNA sequencing data were produced from eight infected and eight uninfected birds from each of the two lines at two sampling occasions, as described in the materials and methods section. All samples passed quality control measures for raw and trimmed sequenced reads except for individual no.",
"All samples passed quality control measures for raw and trimmed sequenced reads except for individual no. 46, which was removed due to a very low number of sequenced reads. For the remaining birds, an average of over 37 million reads were obtained per sample for the 63 samples analyzed, with 81 % of the reads mapping to the chicken genome reference sequence, as described in the materials and methods section See summary statistics with the number of mapped and total reads is presented in Additional file 1: Table S1 .",
"For the remaining birds, an average of over 37 million reads were obtained per sample for the 63 samples analyzed, with 81 % of the reads mapping to the chicken genome reference sequence, as described in the materials and methods section See summary statistics with the number of mapped and total reads is presented in Additional file 1: Table S1 . In total, 17,113 expressed genes were identified. After filtering genes with fewer than one read per million in eight samples genes which would not achieve statistical significance for differential expression , the final list contained 11,292 expressed genes.",
"After filtering genes with fewer than one read per million in eight samples genes which would not achieve statistical significance for differential expression , the final list contained 11,292 expressed genes. Before performing the differential gene expression analysis, further multivariate analysis was carried out on the raw and normalized gene count data to identify any discrepancies. Multi-dimensional scaling MDS plot on expressed genes between the two lines, L10H and L10L, showed that they differ considerably in their transcriptome profiles for both uninfected and IBV-infected birds See Additional file 2: Figure S1 .",
"Multi-dimensional scaling MDS plot on expressed genes between the two lines, L10H and L10L, showed that they differ considerably in their transcriptome profiles for both uninfected and IBV-infected birds See Additional file 2: Figure S1 . Moreover, inter-individual variation in gene expression at week 1 was considerably higher than that observed at week 3 for both uninfected and IBV-infected birds See Additional file 2: Figure S1 . Birds 22 and 47 were separated from the rest on the MDS plot See Additional file 2: Figure S1 .",
"Birds 22 and 47 were separated from the rest on the MDS plot See Additional file 2: Figure S1 . However, inspection of raw sequence data and mapping parameters did not identify any technical problems which would explain the observed out-grouping of these birds. In addition an interclass principal component analysis PCA was performed using raw and normalized gene counts.",
"In addition an interclass principal component analysis PCA was performed using raw and normalized gene counts. The interclass PCA revealed that the birds 22 and 47 were placed outside the 95 % confidence intervals of their respective treatments See Additional file 3: Figure S2 . However, the PCA did not identify any gene having extreme count profiles which may have contributed to the transcriptome dispersion of birds 22 and 47 with respect to their treatment groups.",
"However, the PCA did not identify any gene having extreme count profiles which may have contributed to the transcriptome dispersion of birds 22 and 47 with respect to their treatment groups. Although there was no clear technical or biological explanation for their out-grouping, these samples were removed from further analysis. Differential gene expression analysis was performed to compare the two chicken lines L10L and L10H at two time points for uninfected C1 and C2, see Fig.",
"Differential gene expression analysis was performed to compare the two chicken lines L10L and L10H at two time points for uninfected C1 and C2, see Fig. 1 and IBV-infected birds C3 and C4, see Fig. 1 .",
"1 and IBV-infected birds C3 and C4, see Fig. 1 . A large number of genes were differentially expressed DE between L10L and L10H lines at weeks 1 and 3, for both uninfected and IBV-infected birds see Table 1 , see Fig. 1 .",
"1 . We identified 1,698 and 1,424 DE genes for the uninfected birds between lines L10L and L10H at weeks 1 and 3, respectively see Table 1 . In total 692 genes had higher expression in L10H line and 1,006 had higher expression in line L10L for the uninfected birds at week 1 See Additional file 4: Table S2 and 774 genes had higher expression in L10H line and 650 genes had higher expression in L10L line for uninfected birds at week 3 See Additional file 5: Table S3 .",
"In total 692 genes had higher expression in L10H line and 1,006 had higher expression in line L10L for the uninfected birds at week 1 See Additional file 4: Table S2 and 774 genes had higher expression in L10H line and 650 genes had higher expression in L10L line for uninfected birds at week 3 See Additional file 5: Table S3 . Comparing IBV-infected L10H and L10L birds, we identified 1,934 and 866 DE genes at weeks 1 and 3, respectively see Table 1 . In total 931 genes had higher expression in line L10H and 1,003 had higher expression in line L10L at week 1 and at week 3, 508 had higher expression in line L10H and 358 had higher expression in line L10L Table 1 , Additional file 6: Table S4 and Additional file 7: Table S5 .",
"In total 931 genes had higher expression in line L10H and 1,003 had higher expression in line L10L at week 1 and at week 3, 508 had higher expression in line L10H and 358 had higher expression in line L10L Table 1 , Additional file 6: Table S4 and Additional file 7: Table S5 . There were also status-related changes in gene expression as shown in the Venn diagram Fig. 2 .",
"2 . At week 1, the total number of DE genes in uninfected birds Fig. 2 . Out of 3,011 1077 + 621 + 1313 DE genes for both uninfected and infected birds between the two lines only 621 ~20 % were common for two comparisons Fig. 2 .",
"2 . At week 3, the total number of DE genes in uninfected birds between the two lines was 1424 883 + 541 Table 1 , Fig. 2 which was higher comparing to 866 541 + 325 in infected birds between the two lines Table 1 , Fig. 2 .",
"2 . When comparing the uninfected and infected birds between the two lines, 541 ~30 % genes were common out of total of 1749 883 + 541+ 325 DE genes for both comparisons Fig. 2 .",
"2 . Moreover, we also performed differential gene expression analysis to compare two time points week 1 and week 3 in the two chicken lines L10L and L10H for uninfected C5 and C6, see Fig. 1 and IBV-infected birds C7 and C8, see Fig. 1 .",
"1 and IBV-infected birds C7 and C8, see Fig. 1 . Finally, differential gene expression analysis was also conducted to compare the two infection states uninfected and IBV-infected at two time points for the L10L chicken line C9 and C10, see Table S6 , Additional file 9: Table S7 , Additional file 10: Table S8 , Additional file 11: Table S9 , Additional file 12: Table S10 , Additional file 13: Table S11 , Additional file 14: Table S12 and Additional file 15: Table S13 .",
"Finally, differential gene expression analysis was also conducted to compare the two infection states uninfected and IBV-infected at two time points for the L10L chicken line C9 and C10, see Table S6 , Additional file 9: Table S7 , Additional file 10: Table S8 , Additional file 11: Table S9 , Additional file 12: Table S10 , Additional file 13: Table S11 , Additional file 14: Table S12 and Additional file 15: Table S13 . An enrichment gene set analysis was carried out to identify over-represented Gene Ontology GO \"Immune System Process\" terms using the lists of DE genes from comparisons between uninfected and infected birds from the two lines at 1 and 3 weeks p.i. The most enriched GO Immune System terms between the two lines when comparing uninfected birds from the two lines and then infected from the two lines are shown in Fig.",
"The most enriched GO Immune System terms between the two lines when comparing uninfected birds from the two lines and then infected from the two lines are shown in Fig. 3 . GO Immune System terms associated with genes that were differentially expressed between the two lines for uninfected birds at week 1 were \"Lymphocyte activation involved in immune response\" GO:0002285 , \"Activation of innate immune response\" GO:0002218 , \"Lymphocyte mediated immunity\" GO:0002449 , and \"Leukocyte Comparison between the two lines, L10H and L10L, uninfected and infected birds at two time points weeks 1 and 3 .",
"GO Immune System terms associated with genes that were differentially expressed between the two lines for uninfected birds at week 1 were \"Lymphocyte activation involved in immune response\" GO:0002285 , \"Activation of innate immune response\" GO:0002218 , \"Lymphocyte mediated immunity\" GO:0002449 , and \"Leukocyte Comparison between the two lines, L10H and L10L, uninfected and infected birds at two time points weeks 1 and 3 . Comparisons C1 -C4 correspond to differential gene expression comparisons presented in Fig. 1 For uninfected birds at week 3, the most enriched GO Immune System terms were \"Somatic recombination of immunoglobulin genes involved in immune response\" GO:0002204 and the \"Adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily\" GO:0002460 See Fig.",
"1 For uninfected birds at week 3, the most enriched GO Immune System terms were \"Somatic recombination of immunoglobulin genes involved in immune response\" GO:0002204 and the \"Adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily\" GO:0002460 See Fig. 3 , See Additional file 17: Figure S4 . In total, 47 DE genes mapped to GO Immune System terms in this comparison Fig.",
"In total, 47 DE genes mapped to GO Immune System terms in this comparison Fig. 4 . Among the DE genes that had a higher expression in the line L10H at week 3, in the uninfected group, were IL7, FKBP1B, FAS and PTPN22, which were also seen differentially expressed between lines at week 1 See Fig.",
"Among the DE genes that had a higher expression in the line L10H at week 3, in the uninfected group, were IL7, FKBP1B, FAS and PTPN22, which were also seen differentially expressed between lines at week 1 See Fig. 4 , Additional file 17: Figure S4 . Comparing infected birds from the two lines, at week 1, \"Alpha-beta T cell activation\" GO:0046631 , \"Activation of innate immune response\" GO:0002218 and \"Leukocyte differentiation\" GO:0002521 functions were the three most enriched GO Immune System terms Fig.",
"Comparing infected birds from the two lines, at week 1, \"Alpha-beta T cell activation\" GO:0046631 , \"Activation of innate immune response\" GO:0002218 and \"Leukocyte differentiation\" GO:0002521 functions were the three most enriched GO Immune System terms Fig. 3 . CXCR4 Chemokine receptor 4 , PTPN22 and FAS were among the most highly expressed genes in L10H See Fig.",
"CXCR4 Chemokine receptor 4 , PTPN22 and FAS were among the most highly expressed genes in L10H See Fig. 4 , Additional file 18: Figure S5 . The major GO Immune System term that was strongly enriched for in the infected birds at week 3 was \"Positive regulation of leukocyte activation\" GO:0002696 See Figure S6 .",
"The major GO Immune System term that was strongly enriched for in the infected birds at week 3 was \"Positive regulation of leukocyte activation\" GO:0002696 See Figure S6 . The present study used two lines, L10L and L10H, which have been divergently selected for high and low MBL serum concentration for 14 generations, Fig. 3 Functional map of differentially expressed genes enriched for GO Immune System terms.",
"3 Functional map of differentially expressed genes enriched for GO Immune System terms. The top categories of the GO Immune System terms associated with differentially expressed DE genes. All categories were statistically significant adjusted p-value < 0.001 .",
"All categories were statistically significant adjusted p-value < 0.001 . The chart fragments represent the number of genes associated with the terms as a proportion of the total number of genes within the respective GO term. Terms which have not been grouped are shown in grey respectively.",
"Terms which have not been grouped are shown in grey respectively. These two lines have earlier been extensively used for immunological studies and exhibit differences in immunological parameters after being challenged with several pathogens . The spleen is a secondary lymphoid organ where innate and adaptive immune responses can be efficiently mounted.",
"The spleen is a secondary lymphoid organ where innate and adaptive immune responses can be efficiently mounted. In addition, the avian spleen is considered to play a very important immunological role because avian lymphatic vessels and lymph nodes are poorly developed . The transcriptome differences in the spleen between the two lines, L10L and L10H, for uninfected healthy and IBV-infected birds were investigated, focusing on the differential expression of immune-related genes within significantly enriched immune-related GO terms.",
"The transcriptome differences in the spleen between the two lines, L10L and L10H, for uninfected healthy and IBV-infected birds were investigated, focusing on the differential expression of immune-related genes within significantly enriched immune-related GO terms. Large differences in transcriptome profiles were observed between birds from the two lines, both uninfected healthy and following the experimental IBV challenge See Additional file 2: Figure S1 . This suggests Fig.",
"This suggests Fig. 4 Differentially expressed genes associated with the GO Immune System term. Heatmap representation of the differentially expressed DE genes associated with the GO Immune System terms for the four comparisons between the two lines, L10H and L10L, uninfected and infected groups at two time points, weeks 1 and 3.",
"Heatmap representation of the differentially expressed DE genes associated with the GO Immune System terms for the four comparisons between the two lines, L10H and L10L, uninfected and infected groups at two time points, weeks 1 and 3. The heat map is constructed using the average values of counts per millions for each group that selection for MBL serum levels in the two lines had a much wider effect which goes beyond the expression of the MBL gene . The observed transcriptome differences can probably be attributed to correlated response to selection or random genetic drift .",
"The observed transcriptome differences can probably be attributed to correlated response to selection or random genetic drift . Correlated selection occurs when a trait is affected by selection on a another trait and is dependent on a genetic correlation between the two traits, which is well known in animal breeding . Alternatively, random genetic drift could contribute to the observed differences, considering that the founder population of the two lines was small .",
"Alternatively, random genetic drift could contribute to the observed differences, considering that the founder population of the two lines was small . Focusing on the expression of immune-related genes: at week 1, the uninfected birds showed differences in the expression of genes involved in both adaptive immunity and innate immunity-related pathways See Additional file 16: Figure S3 . In addition, the line L10H had a lower expression for the subset of the innate immune genes, TYRO3, TRAF3 and TLR7 at week 1 See Additional file 16: Figure S3 and Fig.",
"In addition, the line L10H had a lower expression for the subset of the innate immune genes, TYRO3, TRAF3 and TLR7 at week 1 See Additional file 16: Figure S3 and Fig. 4 . TYRO3 encodes tyrosineprotein kinase receptor 3 TYRO3 which is involved in inhibition of TLR signaling pathways and TLR-induced cytokine signaling pathways.",
"TYRO3 encodes tyrosineprotein kinase receptor 3 TYRO3 which is involved in inhibition of TLR signaling pathways and TLR-induced cytokine signaling pathways. These two pathways influence immune-related processes, including cell proliferation/survival, cell adhesion and migration and inhibits the innate inflammatory response to pathogens . TRAF3 encodes a cytoplasmic signaling protein, which plays a critical role in the regulation of antiviral response and viral evasion .",
"TRAF3 encodes a cytoplasmic signaling protein, which plays a critical role in the regulation of antiviral response and viral evasion . TLR7 was also among the DE innate immunity-related genes with higher expression in the line L10H. Chicken TLR7 has been shown to play a part in the response to IBV infections .",
"Chicken TLR7 has been shown to play a part in the response to IBV infections . In addition to the differences in the expression profiles for a subset of innate immune genes, the two lines also differed in their expression of adaptive immune genes. Uninfected birds from L10H had a higher gene expression compared to the line L10L, for TGFB3, IL7, FKBP1B, FAS and PTPN22.",
"Uninfected birds from L10H had a higher gene expression compared to the line L10L, for TGFB3, IL7, FKBP1B, FAS and PTPN22. These genes are known to be involved in a wide range of adaptive immune processes. In humans, reducing the TGF-β signaling on T cells has been shown to increase the function of CD8 T cells in an indirect way which results in the rapid elimination of viruses, enabling the creation of an effective memory response .",
"In humans, reducing the TGF-β signaling on T cells has been shown to increase the function of CD8 T cells in an indirect way which results in the rapid elimination of viruses, enabling the creation of an effective memory response . Similarly, human IL-7 plays a key role in the survival of both naïve and memory CD4 and CD8 T cells. Moreover, an in vitro study showed that inhibition of FKBP1B and other cyclophilins blocked the replication of different Coronaviruses, including IBV .",
"Moreover, an in vitro study showed that inhibition of FKBP1B and other cyclophilins blocked the replication of different Coronaviruses, including IBV . In analogy, uninfected birds from the L10H line had a higher expression of IL7, FKBP1B, FAS and PTPN22. Generally the uninfected healthy birds from the two lines exhibit different expression profiles for this subset of innate and adaptive immune genes probably resulting from the divergent selection for the MBL serum concentration.",
"Generally the uninfected healthy birds from the two lines exhibit different expression profiles for this subset of innate and adaptive immune genes probably resulting from the divergent selection for the MBL serum concentration. Selection in animal breeding have been shown to have an extensive effect on a variety of traits including immunological . Moreover, correlated response to selection has been observed in the case where selection was performed on less complex traits such as testosterone levels .",
"Moreover, correlated response to selection has been observed in the case where selection was performed on less complex traits such as testosterone levels . Finally, different expression profiles for the subset of innate and adaptive immune in the uninfected birds from the two lines might be due to the balance in the effect of MBL serum levels. High levels of human MBL have been mostly reported as beneficial while in case of intracellular parasitic disease the effect of MBL serum level might be opposite .",
"High levels of human MBL have been mostly reported as beneficial while in case of intracellular parasitic disease the effect of MBL serum level might be opposite . The results indicate that selection for MBL serum levels might lead to favoring specific modes of immune responses depending on the MBL function. Large differences in the expression patterns were seen between the two lines following infection with IBV and these differences involved adaptive immunity-related pathways which are associated with \"Alpha-beta T cell activation\" GO:0046631 , and \"Activation of innate immune response\" GO:0002218 See Additional file 18: Figure S5 .",
"Large differences in the expression patterns were seen between the two lines following infection with IBV and these differences involved adaptive immunity-related pathways which are associated with \"Alpha-beta T cell activation\" GO:0046631 , and \"Activation of innate immune response\" GO:0002218 See Additional file 18: Figure S5 . The observed enrichment for GO terms related to T cell activation is in accordance with a previous study of these lines that showed that the IBV-specific T cells are present in large numbers in the spleen after IBV infection . At week 1 post infection CXCR4, FAS and PTPN22 showed higher expression in line L10H.",
"At week 1 post infection CXCR4, FAS and PTPN22 showed higher expression in line L10H. The CXC chemokine receptors are expressed on both effector and memory T cells and play a key role in the homeostasis of memory T cells . FAS has been shown to be upregulated in the kidney of chickens challenged with IBV .",
"FAS has been shown to be upregulated in the kidney of chickens challenged with IBV . The Fas/FasL pathway is an important pathway of killing for cytotoxic T cells . Similarly, PTPN22 has been shown to be differentially expressed in chickens following pathogen challenge, and in particular following infection with Escherichia coli .",
"Similarly, PTPN22 has been shown to be differentially expressed in chickens following pathogen challenge, and in particular following infection with Escherichia coli . Additionally VCAM1 and JMJD6 were among the adaptive immunity-related genes DE between lines at week 3 See Fig. 4 , Additional file 19: Figure S6 .",
"4 , Additional file 19: Figure S6 . The VCAM1 gene is known to be involved in the activation of T cells . Furthermore, a recent study demonstrated that JMJD6 regulates proliferation of memory T cells during a viral infection which is of great interest considering that had higher expression in the IBVinfected birds from L10H line at week 3.",
"Furthermore, a recent study demonstrated that JMJD6 regulates proliferation of memory T cells during a viral infection which is of great interest considering that had higher expression in the IBVinfected birds from L10H line at week 3. The results show that the two lines differ greatly in the expression of adaptive immunity-related genes following infection, which may imply the presence of different modes of gene regulation. The sampling times were chosen to access responses both in the effector phase week 1 and memory phase week 3 of the adaptive immune response to IBV.",
"The sampling times were chosen to access responses both in the effector phase week 1 and memory phase week 3 of the adaptive immune response to IBV. In accordance, at 1 week, post infection subsets of genes actively involved in T cell proliferation show differences between the lines. Also, at week 3 immune-related gene expression profiles in response to IBV infection that differ between the lines are more related to maintenance of T cell memory.",
"Also, at week 3 immune-related gene expression profiles in response to IBV infection that differ between the lines are more related to maintenance of T cell memory. MBL is known to be involved in regulation of dendritic cell maturation as well as cytokine production . Dendritic cells, which are the main antigen presenting cells and are actively involved in regulation of adaptive immune responses, possess the receptors for MBL in mammals .",
"Dendritic cells, which are the main antigen presenting cells and are actively involved in regulation of adaptive immune responses, possess the receptors for MBL in mammals . Therefore, the two lines selected for different MBL serum concentration may display differences in adaptive immune responses and development of adaptive immunity as a result of differences in response to cytokine signaling from dendritic cells. Other studies of the two lines, L10L and L10H, have shown that they differ in disease response parameters after being challenged with different pathogens.",
"Other studies of the two lines, L10L and L10H, have shown that they differ in disease response parameters after being challenged with different pathogens. The L10L line has been associated with increased viral replication in the airway after an infectious bronchitis virus IBV infection , reduced growth rate after an Escherichia coli infection and greater intestinal colonization after Salmonella Infantis infection . In the present experiment, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L .",
"In the present experiment, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L . Furthermore, L10H birds in the present study exhibited a less severe damage of tracheal cilia following the IBV infection in comparison to the L10L line unpublished data . In the current experiment phenotypic differences in additional traits connected to adaptive immunity were observed, including numbers of circulating B cells and cytotoxic T cells .",
"In the current experiment phenotypic differences in additional traits connected to adaptive immunity were observed, including numbers of circulating B cells and cytotoxic T cells . Based on these observations it seems that selection for high MBL serum concentration allows birds to cope better after being infected with a range of pathogens. Therefore, the observed differences in the expression profiles for the adaptive and innate immune-related genes are a reflection of differences in disease resistance and immune responses between the lines L10L and L10H.",
"Therefore, the observed differences in the expression profiles for the adaptive and innate immune-related genes are a reflection of differences in disease resistance and immune responses between the lines L10L and L10H. In conclusion, large differences in the spleen transcriptome between the two chicken lines, L10L and L10H, were observed in both uninfected healthy and IBVinfected birds. The uninfected birds from the two lines showed differences in expression profiles for a subset of both adaptive and innate immunity-related genes, which may represent differences in preparedness to respond to an infection.",
"The uninfected birds from the two lines showed differences in expression profiles for a subset of both adaptive and innate immunity-related genes, which may represent differences in preparedness to respond to an infection. Following infection with IBV, the two lines showed large differences in expression of genes involved in the adaptive cellular immune response such as T cell activation and proliferation pathways and hence their ability to respond to the infection, which is reflected in the difference in pathogen load seen between the two lines. This study is a follow-up of the experiment performed by Kjaerup et al.",
"This study is a follow-up of the experiment performed by Kjaerup et al. which characterized the cellular and humoral immune response of the two chicken lines, L10H and L10L, divergently selected for MBL serum concentrations following IBV infection. In total, 96 birds were used in the experimental study originating from the two Aarhus University inbred lines, L10H and L10L .",
"In total, 96 birds were used in the experimental study originating from the two Aarhus University inbred lines, L10H and L10L . All 96 birds were reared together in a biosecure IBV-free environment until they were 3 weeks of age and then allocated to two different groups with 24 birds from each line in each group uninfected and infected . The birds were transferred to a biosafety level 2 facility and placed in isolators.",
"The birds were transferred to a biosafety level 2 facility and placed in isolators. Two isolators contained uninfected chickens and two isolators contained infected chickens. Each isolator having an equal mix of the two lines as described by Kjaerup et al. . The virulent IBV-M41 strain was used for the infection a kind gift from Dr. med. vet.",
"vet. Hans C. Philipp at the Lohmann Animal Health GmbH, Cuxhaven, Germany . The virus had been passaged twice in specific pathogen-free embryonated eggs. The IBV inocula were prepared in phosphate-buffered saline PBS immediately before use and contained 2 × 10 5.2 EID 50 /200 μl of IBV-M41 virus.",
"The IBV inocula were prepared in phosphate-buffered saline PBS immediately before use and contained 2 × 10 5.2 EID 50 /200 μl of IBV-M41 virus. The first and the second group the uninfected groups were mock-infected with 200 μl PBS per bird. The third and fourth groups the infected groups received 200 μL of IBV-M41.",
"The third and fourth groups the infected groups received 200 μL of IBV-M41. The inocula were given half nasally and half orally to mimic the natural infection routes of IBV in the chicken. Chickens were fed diets that met or exceeded the National Research Council requirements. Feed and water were provided ad libitum.",
"Feed and water were provided ad libitum. The birds were monitored daily for clinical signs of disease and disease parameters were measured as reported by Kjaerup et al. . None of the individuals received antibiotic therapy during the experimental period.",
". None of the individuals received antibiotic therapy during the experimental period. The study was carried out under strict ethical approval and monitoring see the statement at the end of the Materials and Methods section . For this study 64 spleen samples were harvested and used for RNA sequencing.",
"For this study 64 spleen samples were harvested and used for RNA sequencing. The birds were sacrificed 1 and 3 weeks post infection by cervical dislocation and spleen samples were collected. At both time points, eight samples from the two lines, L10H and line L10L, from each group uninfected and infected were collected as illustrated in Fig.",
"At both time points, eight samples from the two lines, L10H and line L10L, from each group uninfected and infected were collected as illustrated in Fig. 1 . After collection, spleens were sectioned triangular cross-sectional slice from upper part and identical samples from each chicken were immediately placed in RNAlater® Stabilization Solution Ambion Inc., Austin, Texas that were incubated at 4°C overnight and then transferred to -20°C the following day.",
"After collection, spleens were sectioned triangular cross-sectional slice from upper part and identical samples from each chicken were immediately placed in RNAlater® Stabilization Solution Ambion Inc., Austin, Texas that were incubated at 4°C overnight and then transferred to -20°C the following day. Tissue samples were homogenized on a TissueLyzer LT Qiagen, Hilden, Germany . Total RNA was extracted with the Qiagen RNAeasy Kit Catalog ID 74104, Qiagen, Venlo, Netherlands according to the manufacturer's instructions.",
"Total RNA was extracted with the Qiagen RNAeasy Kit Catalog ID 74104, Qiagen, Venlo, Netherlands according to the manufacturer's instructions. The quality of the 64 total RNA samples was verified using a 2200 TapeStation RNA Screen Tape device Agilent, Santa Clara, CA, USA and the concentration ascertained using an ND-1000 spectrophotometer Nano-Drop, Wilmington, DE . Libraries were prepared with the Illumina TruseqRNA sample prep kit Catalog ID FC-122-1001, Illumina, San Diego, USA following the manufacturer's protocol and evaluated with the Agilent Tape Station 2200.",
"Libraries were prepared with the Illumina TruseqRNA sample prep kit Catalog ID FC-122-1001, Illumina, San Diego, USA following the manufacturer's protocol and evaluated with the Agilent Tape Station 2200. Libraries were quantified by Picogreen and then normalized to 10 nM as recommended by Illumina for cluster generation on the Hiseq2000. Equimolar amounts of each library were mixed before NaOH denaturation.",
"Equimolar amounts of each library were mixed before NaOH denaturation. The Illumina Truseq PE cluster kit v3 Catalog ID PE-401-3001 was used to generate clusters on the grafted Illumina Flowcell and the hybridized libraries were sequenced on six lines of a Flowcell on the Hiseq2000 with 100 cycles of a paired-end sequencing module using the Truseq SBS kit v3 Catalog ID FC-401-3001 . Quality control, mapping of RNA sequencing reads and counting mapped reads Initial control quality was assessed by the FastQC software version 0.11.3 .",
"Quality control, mapping of RNA sequencing reads and counting mapped reads Initial control quality was assessed by the FastQC software version 0.11.3 . Raw reads were than trimmed for low quality bases using the Trimmomatic tool version 0.32 applying minimum Phred quality score >10 averaged across the sliding window of five bases. Furthermore, all reads with the length below 40 bp were removed.",
"Furthermore, all reads with the length below 40 bp were removed. The trimmed reads were mapped to the Gallus gallus reference genome Gallus_gallus-4.0, release 80 using a spliced aligner TopHat2 version 2.014 . The Gallus gallus gene annotation used for mapping was retrieved from Ensembl database version 80 ..",
"The Gallus gallus gene annotation used for mapping was retrieved from Ensembl database version 80 .. The mapping quality was assessed using a set of Python scripts within the RSeQC toolkit . The quality control assessment included inspection of the read coverage over the full gene body in order to assess if reads coverage was uniform and if there was any 5' or 3' bias as well as how the mapped reads were distributed over genome features.",
"The quality control assessment included inspection of the read coverage over the full gene body in order to assess if reads coverage was uniform and if there was any 5' or 3' bias as well as how the mapped reads were distributed over genome features. Gene count estimation was performed using the HTSeq-count tool in 'union' mode. The HTSeq-count is a Python script within the HTSeq framework, version 0.7.1, which is an open source toolkit that allows the input of raw counts from aligned reads to be annotated with gene names based on genomic features .",
"The HTSeq-count is a Python script within the HTSeq framework, version 0.7.1, which is an open source toolkit that allows the input of raw counts from aligned reads to be annotated with gene names based on genomic features . The read counts obtained were used to estimate gene expression and identify differentially expressed DE genes. This was achieved using Bioconductor package edgeR version 3.10.0 and limma version 3.24.5 following a previously described protocol .",
"This was achieved using Bioconductor package edgeR version 3.10.0 and limma version 3.24.5 following a previously described protocol . Before performing statistical analysis, genes with low levels of expression were filtered out using a threshold of least one read per million in n of the samples, where n is the size of the smallest group of replicates, which in this case was eight. In order to account for technical and biological effects reads counts were normalized using the \"calc-NormFactors\" function implemented in the edgeR package.",
"In order to account for technical and biological effects reads counts were normalized using the \"calc-NormFactors\" function implemented in the edgeR package. This function normalizes the data by finding a set of scaling factors for the library sizes that minimizes the log-fold changes between the samples. The scale factors were computed using the trimmed mean of M-values TMM between samples .",
"The scale factors were computed using the trimmed mean of M-values TMM between samples . Common and tag-wise dispersion estimates were calculated with the Cox-Reid profile adjusted likelihood method in order to correct for the technical and biological variation when fitting the multivariate negative binomial model . Multidimensional scaling MDS was implemented in the edgeR package, to assess similarity of the samples visually.",
"Multidimensional scaling MDS was implemented in the edgeR package, to assess similarity of the samples visually. The MDS plot was created in order to visualize the relationship between samples and identify possible outliers . MDS is based on comparing the relationship between all pairs of samples by applying a countspecific pairwise distance measure .",
"MDS is based on comparing the relationship between all pairs of samples by applying a countspecific pairwise distance measure . Possible outliers were further investigated using principal component analysis PCA to remove samples which fell outside a 95 % confidence ellipse. A design matrix was created in order to specify the factors that were expected to affect the expression level.",
"A design matrix was created in order to specify the factors that were expected to affect the expression level. The matrix was constructed to fit the saturated model where each treatment combination was considered separately. Eight treatment combinations were considered as illustrated in Fig.",
"Eight treatment combinations were considered as illustrated in Fig. 1 : uninfected birds from the line L10H at week 1, uninfected birds from the line L10L at week 1, infected birds from the line L10H at week 1, infected birds from the line L10L at week 1, uninfected birds from the line L10H at week 3, uninfected birds from the line L10L at week 3, infected birds from the line L10H at week 3, infected birds from the line L10L at week 3. A generalized linear model likelihood ratio test, specifying the difference of interest, was used to test for differential expression between these treatment combinations.",
"A generalized linear model likelihood ratio test, specifying the difference of interest, was used to test for differential expression between these treatment combinations. The differential expression analysis was performed comparing the log-fold differences in gene counts between two lines L10H and L10L at different time points weeks 1 and 3 and for different status uninfected and infected separately Fig. 1 .",
"1 . Benjamini Hochberg false discovery rates FDR for a transcriptome-wide experiment were calculated to correct for multiple testing . All genes with an FDR-adjusted p-value <0.05 were considered individual genes of interest and were retained for further analysis.",
"All genes with an FDR-adjusted p-value <0.05 were considered individual genes of interest and were retained for further analysis. Functional analysis of the DE genes was performed using the Cytoscape version 3.2.1 with the ClueGo version 2.1.7 plug-in to enrich the annotation and enrichment of the differentially expressed DE genes for four comparisons C1-C4, see Fig. 1 .",
"1 . ClueGO determines the distribution of the target genes across the GO Gene Ontology terms and pathways: this study focused on. The p-value was calculated using right-sided hypergeometric tests and Benjamini-Hochberg adjustment was used for multiple test correction.",
"The p-value was calculated using right-sided hypergeometric tests and Benjamini-Hochberg adjustment was used for multiple test correction. An adjusted pvalue of 0.001 indicated a statistically significant deviation from the expected distribution, and that the corresponding GO terms and pathways were enriched for the target genes. The association strength between the terms was calculated using a corrected kappa statistic of 0.4.",
"The association strength between the terms was calculated using a corrected kappa statistic of 0.4. The network created represented the terms as nodes which were linked based on a 0.4 kappa score level. The size of the nodes reflected the enrichment significance of the terms. The network was automatically laid out using the Organic layout algorithm supported by Cytoscape.",
"The network was automatically laid out using the Organic layout algorithm supported by Cytoscape. The functional groups were created by iterative merging of initially defined groups based on the predefined kappa score threshold. Only functional groups represented by their most significant term were visualized in the network providing an insightful view of their interrelations .",
"Only functional groups represented by their most significant term were visualized in the network providing an insightful view of their interrelations . The experimental procedures were conducted under the protocols approved by the Danish Animal Experiments Inspectorate and complied with the Danish Ministry of Justice Law no. 382 June 10, 1987 and Acts 739 December 6, 1988 and 333 May 19, 1990 concerning animal experimentation and care of experimental animals.",
"382 June 10, 1987 and Acts 739 December 6, 1988 and 333 May 19, 1990 concerning animal experimentation and care of experimental animals. The license to conduct the animal experiment was obtained by Helle R. Juul-Madsen. comparison between uninfected birds at week 1.",
"comparison between uninfected birds at week 1. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms.",
"The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The colour pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 60 kb Additional file 17: Figure S4 .",
"PDF 60 kb Additional file 17: Figure S4 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between uninfected birds at week 3. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colours according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 55 kb Additional file 18: Figure S5 .",
"PDF 55 kb Additional file 18: Figure S5 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between infected birds at week 1. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 70 kb Additional file 19: Figure S6 .",
"PDF 70 kb Additional file 19: Figure S6 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between infected birds at week 3. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 30 kb"
] | 1,691 | 5,161 |
Which organ was used for the RNA sequencing samples? | spleen | [
"BACKGROUND: Avian infectious bronchitis is a highly contagious disease of the upper-respiratory tract caused by infectious bronchitis virus IBV . Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements in strategies to control IB. To this end, two chicken lines, selected for high L10H line and low L10L line serum concentration of mannose-binding lectin MBL were studied.",
"To this end, two chicken lines, selected for high L10H line and low L10L line serum concentration of mannose-binding lectin MBL were studied. In total, 32 birds from each line were used. Sixteen birds from each line were infected with IBV and sixteen were left uninfected.",
"Sixteen birds from each line were infected with IBV and sixteen were left uninfected. Eight uninfected and infected birds from each line were euthanized at 1 and 3 weeks post infection. RNA sequencing was performed on spleen samples from all 64 birds and differential gene expression analysis was performed for four comparisons: L10L line versus L10H line for uninfected birds at weeks 1 and 3, respectively, and in the same way for infected birds.",
"RNA sequencing was performed on spleen samples from all 64 birds and differential gene expression analysis was performed for four comparisons: L10L line versus L10H line for uninfected birds at weeks 1 and 3, respectively, and in the same way for infected birds. Functional analysis was performed using Gene Ontology GO Immune System Process terms specific for Gallus gallus. RESULTS: Comparing uninfected L10H and L10L birds, we identified 1698 and 1424 differentially expressed DE genes at weeks 1 and 3, respectively.",
"RESULTS: Comparing uninfected L10H and L10L birds, we identified 1698 and 1424 differentially expressed DE genes at weeks 1 and 3, respectively. For the IBV-infected birds, 1934 and 866 DE genes were identified between the two lines at weeks 1 and 3, respectively. The two most enriched GO terms emerging from the comparison of uninfected birds between the two lines were “Lymphocyte activation involved in immune response” and “Somatic recombination of immunoglobulin genes involved in immune response” at weeks 1 and 3, respectively.",
"The two most enriched GO terms emerging from the comparison of uninfected birds between the two lines were “Lymphocyte activation involved in immune response” and “Somatic recombination of immunoglobulin genes involved in immune response” at weeks 1 and 3, respectively. When comparing IBV-infected birds between the two lines, the most enriched GO terms were “Alpha-beta T cell activation” and “Positive regulation of leukocyte activation” at weeks 1 and 3, respectively. CONCLUSIONS: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation.",
"CONCLUSIONS: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation. The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article .1186/s12864-016-2403-1 contains supplementary material, which is available to authorized users.",
"ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article .1186/s12864-016-2403-1 contains supplementary material, which is available to authorized users. Text: Conclusions: Healthy birds from the two lines showed significant differences in expression profiles for subsets of adaptive and innate immunity-related genes, whereas comparison of the IBV-infected birds from the two lines showed differences in expression of immunity-related genes involved in T cell activation and proliferation. The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity.",
"The observed transcriptome differences between the two lines indicate that selection for MBL had influenced innate as well as adaptive immunity. Keywords: IBV, Coronavirus, Infectious bronchitis, Chicken, RNA sequencing, Transcriptome, Spleen, Mannose-binding lectin, Immune response Background Avian infectious bronchitis IB is an acute and highly contagious disease of the upper-respiratory tract caused by the infectious bronchitis virus IBV . The virus is a member of the Coronaviridae family and has numerous serotypes and strains.",
"The virus is a member of the Coronaviridae family and has numerous serotypes and strains. Rapid replication combined with high mutation rate and recombination are the main causes of the observed high diversity . The respiratory tract is the primary target organ and entry point for the virus, before further spread to kidneys and gonads.",
"The respiratory tract is the primary target organ and entry point for the virus, before further spread to kidneys and gonads. The most common symptoms of IB are related to the respiratory tract and include gasping, coughing, sneezing, tracheal rales, and nasal discharge . Feed conversion and average daily gain are affected in broilers, and infection is often followed by secondary bacterial infections.",
"Feed conversion and average daily gain are affected in broilers, and infection is often followed by secondary bacterial infections. In layers, IBV causes a reduction in egg production and egg quality. Today, IB is one of the most economically important diseases in the poultry industry .",
"Today, IB is one of the most economically important diseases in the poultry industry . Infection outbreaks are controlled by a combination of strict management practices and vaccination. The strict management practices, which include the maintenance of the housing temperature and ventilation, are essential, because IBV is highly contagious and spreads very fast.",
"The strict management practices, which include the maintenance of the housing temperature and ventilation, are essential, because IBV is highly contagious and spreads very fast. Live attenuated and inactivated vaccines are widely used for control and prevention of IBV infection . As there is little or no cross-protection between different serotypes/variants of the virus, hence vaccines should contain serotypes present in a particular area in order to induce adequate protection .",
"As there is little or no cross-protection between different serotypes/variants of the virus, hence vaccines should contain serotypes present in a particular area in order to induce adequate protection . New multi-strain vaccines with the optimal antigen combination and optimal adjuvants are therefore required for future IBV control. Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements of the vaccines.",
"Understanding the molecular mechanisms involved in the interaction between innate and adaptive immune responses to IBV infection is a crucial element for further improvements of the vaccines. IBV infection induces a wide range of immune responses in chickens. An innate immune response is activated during the initial stages of infection in the mucosal lining of the trachea following binding of IBV virions to receptors on epithelial cells .",
"An innate immune response is activated during the initial stages of infection in the mucosal lining of the trachea following binding of IBV virions to receptors on epithelial cells . Activation of this innate immune response may be initiated by Toll-like receptor TLR signaling upon IBV recognition . In addition, rapid activation of natural killer NK cells has been observed one day after IBV infection as well as increased macrophage numbers in lungs and trachea after primary IBV infection .",
"In addition, rapid activation of natural killer NK cells has been observed one day after IBV infection as well as increased macrophage numbers in lungs and trachea after primary IBV infection . In the case of the adaptive immune responses, T lymphocyte subpopulations are actively involved in the early stages of IBV clearance exhibiting rapid activation upon IBV infection . Furthermore, studies have shown that cytotoxic T lymphocytes CTL play an important role in responding to primary infections with IBV .",
"Furthermore, studies have shown that cytotoxic T lymphocytes CTL play an important role in responding to primary infections with IBV . In addition to T cell responses, IBV specific antibodies, of all three antibody classes present in chickens, have been reported . A specific local antibody response in avian infectious bronchitis is characteristic for the response to a secondary infection .",
"A specific local antibody response in avian infectious bronchitis is characteristic for the response to a secondary infection . The innate and adaptive immune systems are strongly interconnected, which is also seen in the response to IBV infection, and the connection possibly involves the serum collectin, mannose-binding lectin MBL as a key player . Two chicken lines which were selected for high and low MBL serum concentrations designated L10H and L10L, respectively , were used in the present study.",
"Two chicken lines which were selected for high and low MBL serum concentrations designated L10H and L10L, respectively , were used in the present study. Selective breeding has been performed for 14 generations using the combination of two strains 67.5 % UM-B19 chickens and 33.5 % White Cornish as a starting population, as described by Juul-Madsen et al. .",
". The final result was two divergent lines, with mean MBL serum concentrations of 33.4 μg/ml for the L10H line and 7.6 μg/ml for the L10L line, respectively . The mean MBL serum concentration for 14 different chicken lines representing both broilers and layers is around 6 μg/ml, but varies from 0.4 to 37.8 μg/ml in normal healthy chickens with protein produced in the liver as the main source of circulating MBL .",
"The mean MBL serum concentration for 14 different chicken lines representing both broilers and layers is around 6 μg/ml, but varies from 0.4 to 37.8 μg/ml in normal healthy chickens with protein produced in the liver as the main source of circulating MBL . In chickens, a positive correlation between MBL serum concentrations and the severity of several infections, such as infections caused by IBV , Escherichia coli and Pasteurella multocida , has been observed. Chicken MBL binds to IBV , therefore it is possible that MBL facilitates innate responses such as opsono-phagocytosis, complement activation or virus neutralization, in the early stages of IBV infection.",
"Chicken MBL binds to IBV , therefore it is possible that MBL facilitates innate responses such as opsono-phagocytosis, complement activation or virus neutralization, in the early stages of IBV infection. In mammals MBL has also been shown to influence induction of adaptive immunity . In support of the role of MBL in response to IBV, Kjaerup et al.",
"In support of the role of MBL in response to IBV, Kjaerup et al. observed considerable differences in cellular adaptive immune parameters in response to an IBV infection between lines L10L and L10H. Furthermore, birds from L10H line exhibited lower viral loads and less severe damage of tracheal cilia following the IBV infection in comparison to birds from the L10L line.",
"Furthermore, birds from L10H line exhibited lower viral loads and less severe damage of tracheal cilia following the IBV infection in comparison to birds from the L10L line. The aim of this study was to characterize the spleen transcriptome of healthy birds from the two lines selected for serum MBL, and to investigate differences in molecular mechanisms behind the development of systemic adaptive immunity between the L10L and L10H lines infected with IBV. The experimental timeline and sampling time points are as illustrated in Fig.",
"The experimental timeline and sampling time points are as illustrated in Fig. 1 and a full description of the experimental infection is reported by Kjaerup et al. . The birds were infected at 3 weeks of age and from day 2 post-infection p.i. , showed clinical signs characteristic of IBV infection, including sneezing and labored breathing.",
", showed clinical signs characteristic of IBV infection, including sneezing and labored breathing. Viral loads in tracheal swabs were assessed for all birds as reported in the previous paper published on the experimental infection study . No virus was detected in the uninfected birds at any time point throughout the experiment.",
"No virus was detected in the uninfected birds at any time point throughout the experiment. Viral genomes were detected in swabs from infected birds from day 1 to 8 p.i. Notably, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L .",
"Notably, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L . Detection and quantification of splenic gene expression RNA sequencing data were produced from eight infected and eight uninfected birds from each of the two lines at two sampling occasions, as described in the materials and methods section. All samples passed quality control measures for raw and trimmed sequenced reads except for individual no.",
"All samples passed quality control measures for raw and trimmed sequenced reads except for individual no. 46, which was removed due to a very low number of sequenced reads. For the remaining birds, an average of over 37 million reads were obtained per sample for the 63 samples analyzed, with 81 % of the reads mapping to the chicken genome reference sequence, as described in the materials and methods section See summary statistics with the number of mapped and total reads is presented in Additional file 1: Table S1 .",
"For the remaining birds, an average of over 37 million reads were obtained per sample for the 63 samples analyzed, with 81 % of the reads mapping to the chicken genome reference sequence, as described in the materials and methods section See summary statistics with the number of mapped and total reads is presented in Additional file 1: Table S1 . In total, 17,113 expressed genes were identified. After filtering genes with fewer than one read per million in eight samples genes which would not achieve statistical significance for differential expression , the final list contained 11,292 expressed genes.",
"After filtering genes with fewer than one read per million in eight samples genes which would not achieve statistical significance for differential expression , the final list contained 11,292 expressed genes. Before performing the differential gene expression analysis, further multivariate analysis was carried out on the raw and normalized gene count data to identify any discrepancies. Multi-dimensional scaling MDS plot on expressed genes between the two lines, L10H and L10L, showed that they differ considerably in their transcriptome profiles for both uninfected and IBV-infected birds See Additional file 2: Figure S1 .",
"Multi-dimensional scaling MDS plot on expressed genes between the two lines, L10H and L10L, showed that they differ considerably in their transcriptome profiles for both uninfected and IBV-infected birds See Additional file 2: Figure S1 . Moreover, inter-individual variation in gene expression at week 1 was considerably higher than that observed at week 3 for both uninfected and IBV-infected birds See Additional file 2: Figure S1 . Birds 22 and 47 were separated from the rest on the MDS plot See Additional file 2: Figure S1 .",
"Birds 22 and 47 were separated from the rest on the MDS plot See Additional file 2: Figure S1 . However, inspection of raw sequence data and mapping parameters did not identify any technical problems which would explain the observed out-grouping of these birds. In addition an interclass principal component analysis PCA was performed using raw and normalized gene counts.",
"In addition an interclass principal component analysis PCA was performed using raw and normalized gene counts. The interclass PCA revealed that the birds 22 and 47 were placed outside the 95 % confidence intervals of their respective treatments See Additional file 3: Figure S2 . However, the PCA did not identify any gene having extreme count profiles which may have contributed to the transcriptome dispersion of birds 22 and 47 with respect to their treatment groups.",
"However, the PCA did not identify any gene having extreme count profiles which may have contributed to the transcriptome dispersion of birds 22 and 47 with respect to their treatment groups. Although there was no clear technical or biological explanation for their out-grouping, these samples were removed from further analysis. Differential gene expression analysis was performed to compare the two chicken lines L10L and L10H at two time points for uninfected C1 and C2, see Fig.",
"Differential gene expression analysis was performed to compare the two chicken lines L10L and L10H at two time points for uninfected C1 and C2, see Fig. 1 and IBV-infected birds C3 and C4, see Fig. 1 .",
"1 and IBV-infected birds C3 and C4, see Fig. 1 . A large number of genes were differentially expressed DE between L10L and L10H lines at weeks 1 and 3, for both uninfected and IBV-infected birds see Table 1 , see Fig. 1 .",
"1 . We identified 1,698 and 1,424 DE genes for the uninfected birds between lines L10L and L10H at weeks 1 and 3, respectively see Table 1 . In total 692 genes had higher expression in L10H line and 1,006 had higher expression in line L10L for the uninfected birds at week 1 See Additional file 4: Table S2 and 774 genes had higher expression in L10H line and 650 genes had higher expression in L10L line for uninfected birds at week 3 See Additional file 5: Table S3 .",
"In total 692 genes had higher expression in L10H line and 1,006 had higher expression in line L10L for the uninfected birds at week 1 See Additional file 4: Table S2 and 774 genes had higher expression in L10H line and 650 genes had higher expression in L10L line for uninfected birds at week 3 See Additional file 5: Table S3 . Comparing IBV-infected L10H and L10L birds, we identified 1,934 and 866 DE genes at weeks 1 and 3, respectively see Table 1 . In total 931 genes had higher expression in line L10H and 1,003 had higher expression in line L10L at week 1 and at week 3, 508 had higher expression in line L10H and 358 had higher expression in line L10L Table 1 , Additional file 6: Table S4 and Additional file 7: Table S5 .",
"In total 931 genes had higher expression in line L10H and 1,003 had higher expression in line L10L at week 1 and at week 3, 508 had higher expression in line L10H and 358 had higher expression in line L10L Table 1 , Additional file 6: Table S4 and Additional file 7: Table S5 . There were also status-related changes in gene expression as shown in the Venn diagram Fig. 2 .",
"2 . At week 1, the total number of DE genes in uninfected birds Fig. 2 . Out of 3,011 1077 + 621 + 1313 DE genes for both uninfected and infected birds between the two lines only 621 ~20 % were common for two comparisons Fig. 2 .",
"2 . At week 3, the total number of DE genes in uninfected birds between the two lines was 1424 883 + 541 Table 1 , Fig. 2 which was higher comparing to 866 541 + 325 in infected birds between the two lines Table 1 , Fig. 2 .",
"2 . When comparing the uninfected and infected birds between the two lines, 541 ~30 % genes were common out of total of 1749 883 + 541+ 325 DE genes for both comparisons Fig. 2 .",
"2 . Moreover, we also performed differential gene expression analysis to compare two time points week 1 and week 3 in the two chicken lines L10L and L10H for uninfected C5 and C6, see Fig. 1 and IBV-infected birds C7 and C8, see Fig. 1 .",
"1 and IBV-infected birds C7 and C8, see Fig. 1 . Finally, differential gene expression analysis was also conducted to compare the two infection states uninfected and IBV-infected at two time points for the L10L chicken line C9 and C10, see Table S6 , Additional file 9: Table S7 , Additional file 10: Table S8 , Additional file 11: Table S9 , Additional file 12: Table S10 , Additional file 13: Table S11 , Additional file 14: Table S12 and Additional file 15: Table S13 .",
"Finally, differential gene expression analysis was also conducted to compare the two infection states uninfected and IBV-infected at two time points for the L10L chicken line C9 and C10, see Table S6 , Additional file 9: Table S7 , Additional file 10: Table S8 , Additional file 11: Table S9 , Additional file 12: Table S10 , Additional file 13: Table S11 , Additional file 14: Table S12 and Additional file 15: Table S13 . An enrichment gene set analysis was carried out to identify over-represented Gene Ontology GO \"Immune System Process\" terms using the lists of DE genes from comparisons between uninfected and infected birds from the two lines at 1 and 3 weeks p.i. The most enriched GO Immune System terms between the two lines when comparing uninfected birds from the two lines and then infected from the two lines are shown in Fig.",
"The most enriched GO Immune System terms between the two lines when comparing uninfected birds from the two lines and then infected from the two lines are shown in Fig. 3 . GO Immune System terms associated with genes that were differentially expressed between the two lines for uninfected birds at week 1 were \"Lymphocyte activation involved in immune response\" GO:0002285 , \"Activation of innate immune response\" GO:0002218 , \"Lymphocyte mediated immunity\" GO:0002449 , and \"Leukocyte Comparison between the two lines, L10H and L10L, uninfected and infected birds at two time points weeks 1 and 3 .",
"GO Immune System terms associated with genes that were differentially expressed between the two lines for uninfected birds at week 1 were \"Lymphocyte activation involved in immune response\" GO:0002285 , \"Activation of innate immune response\" GO:0002218 , \"Lymphocyte mediated immunity\" GO:0002449 , and \"Leukocyte Comparison between the two lines, L10H and L10L, uninfected and infected birds at two time points weeks 1 and 3 . Comparisons C1 -C4 correspond to differential gene expression comparisons presented in Fig. 1 For uninfected birds at week 3, the most enriched GO Immune System terms were \"Somatic recombination of immunoglobulin genes involved in immune response\" GO:0002204 and the \"Adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily\" GO:0002460 See Fig.",
"1 For uninfected birds at week 3, the most enriched GO Immune System terms were \"Somatic recombination of immunoglobulin genes involved in immune response\" GO:0002204 and the \"Adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily\" GO:0002460 See Fig. 3 , See Additional file 17: Figure S4 . In total, 47 DE genes mapped to GO Immune System terms in this comparison Fig.",
"In total, 47 DE genes mapped to GO Immune System terms in this comparison Fig. 4 . Among the DE genes that had a higher expression in the line L10H at week 3, in the uninfected group, were IL7, FKBP1B, FAS and PTPN22, which were also seen differentially expressed between lines at week 1 See Fig.",
"Among the DE genes that had a higher expression in the line L10H at week 3, in the uninfected group, were IL7, FKBP1B, FAS and PTPN22, which were also seen differentially expressed between lines at week 1 See Fig. 4 , Additional file 17: Figure S4 . Comparing infected birds from the two lines, at week 1, \"Alpha-beta T cell activation\" GO:0046631 , \"Activation of innate immune response\" GO:0002218 and \"Leukocyte differentiation\" GO:0002521 functions were the three most enriched GO Immune System terms Fig.",
"Comparing infected birds from the two lines, at week 1, \"Alpha-beta T cell activation\" GO:0046631 , \"Activation of innate immune response\" GO:0002218 and \"Leukocyte differentiation\" GO:0002521 functions were the three most enriched GO Immune System terms Fig. 3 . CXCR4 Chemokine receptor 4 , PTPN22 and FAS were among the most highly expressed genes in L10H See Fig.",
"CXCR4 Chemokine receptor 4 , PTPN22 and FAS were among the most highly expressed genes in L10H See Fig. 4 , Additional file 18: Figure S5 . The major GO Immune System term that was strongly enriched for in the infected birds at week 3 was \"Positive regulation of leukocyte activation\" GO:0002696 See Figure S6 .",
"The major GO Immune System term that was strongly enriched for in the infected birds at week 3 was \"Positive regulation of leukocyte activation\" GO:0002696 See Figure S6 . The present study used two lines, L10L and L10H, which have been divergently selected for high and low MBL serum concentration for 14 generations, Fig. 3 Functional map of differentially expressed genes enriched for GO Immune System terms.",
"3 Functional map of differentially expressed genes enriched for GO Immune System terms. The top categories of the GO Immune System terms associated with differentially expressed DE genes. All categories were statistically significant adjusted p-value < 0.001 .",
"All categories were statistically significant adjusted p-value < 0.001 . The chart fragments represent the number of genes associated with the terms as a proportion of the total number of genes within the respective GO term. Terms which have not been grouped are shown in grey respectively.",
"Terms which have not been grouped are shown in grey respectively. These two lines have earlier been extensively used for immunological studies and exhibit differences in immunological parameters after being challenged with several pathogens . The spleen is a secondary lymphoid organ where innate and adaptive immune responses can be efficiently mounted.",
"The spleen is a secondary lymphoid organ where innate and adaptive immune responses can be efficiently mounted. In addition, the avian spleen is considered to play a very important immunological role because avian lymphatic vessels and lymph nodes are poorly developed . The transcriptome differences in the spleen between the two lines, L10L and L10H, for uninfected healthy and IBV-infected birds were investigated, focusing on the differential expression of immune-related genes within significantly enriched immune-related GO terms.",
"The transcriptome differences in the spleen between the two lines, L10L and L10H, for uninfected healthy and IBV-infected birds were investigated, focusing on the differential expression of immune-related genes within significantly enriched immune-related GO terms. Large differences in transcriptome profiles were observed between birds from the two lines, both uninfected healthy and following the experimental IBV challenge See Additional file 2: Figure S1 . This suggests Fig.",
"This suggests Fig. 4 Differentially expressed genes associated with the GO Immune System term. Heatmap representation of the differentially expressed DE genes associated with the GO Immune System terms for the four comparisons between the two lines, L10H and L10L, uninfected and infected groups at two time points, weeks 1 and 3.",
"Heatmap representation of the differentially expressed DE genes associated with the GO Immune System terms for the four comparisons between the two lines, L10H and L10L, uninfected and infected groups at two time points, weeks 1 and 3. The heat map is constructed using the average values of counts per millions for each group that selection for MBL serum levels in the two lines had a much wider effect which goes beyond the expression of the MBL gene . The observed transcriptome differences can probably be attributed to correlated response to selection or random genetic drift .",
"The observed transcriptome differences can probably be attributed to correlated response to selection or random genetic drift . Correlated selection occurs when a trait is affected by selection on a another trait and is dependent on a genetic correlation between the two traits, which is well known in animal breeding . Alternatively, random genetic drift could contribute to the observed differences, considering that the founder population of the two lines was small .",
"Alternatively, random genetic drift could contribute to the observed differences, considering that the founder population of the two lines was small . Focusing on the expression of immune-related genes: at week 1, the uninfected birds showed differences in the expression of genes involved in both adaptive immunity and innate immunity-related pathways See Additional file 16: Figure S3 . In addition, the line L10H had a lower expression for the subset of the innate immune genes, TYRO3, TRAF3 and TLR7 at week 1 See Additional file 16: Figure S3 and Fig.",
"In addition, the line L10H had a lower expression for the subset of the innate immune genes, TYRO3, TRAF3 and TLR7 at week 1 See Additional file 16: Figure S3 and Fig. 4 . TYRO3 encodes tyrosineprotein kinase receptor 3 TYRO3 which is involved in inhibition of TLR signaling pathways and TLR-induced cytokine signaling pathways.",
"TYRO3 encodes tyrosineprotein kinase receptor 3 TYRO3 which is involved in inhibition of TLR signaling pathways and TLR-induced cytokine signaling pathways. These two pathways influence immune-related processes, including cell proliferation/survival, cell adhesion and migration and inhibits the innate inflammatory response to pathogens . TRAF3 encodes a cytoplasmic signaling protein, which plays a critical role in the regulation of antiviral response and viral evasion .",
"TRAF3 encodes a cytoplasmic signaling protein, which plays a critical role in the regulation of antiviral response and viral evasion . TLR7 was also among the DE innate immunity-related genes with higher expression in the line L10H. Chicken TLR7 has been shown to play a part in the response to IBV infections .",
"Chicken TLR7 has been shown to play a part in the response to IBV infections . In addition to the differences in the expression profiles for a subset of innate immune genes, the two lines also differed in their expression of adaptive immune genes. Uninfected birds from L10H had a higher gene expression compared to the line L10L, for TGFB3, IL7, FKBP1B, FAS and PTPN22.",
"Uninfected birds from L10H had a higher gene expression compared to the line L10L, for TGFB3, IL7, FKBP1B, FAS and PTPN22. These genes are known to be involved in a wide range of adaptive immune processes. In humans, reducing the TGF-β signaling on T cells has been shown to increase the function of CD8 T cells in an indirect way which results in the rapid elimination of viruses, enabling the creation of an effective memory response .",
"In humans, reducing the TGF-β signaling on T cells has been shown to increase the function of CD8 T cells in an indirect way which results in the rapid elimination of viruses, enabling the creation of an effective memory response . Similarly, human IL-7 plays a key role in the survival of both naïve and memory CD4 and CD8 T cells. Moreover, an in vitro study showed that inhibition of FKBP1B and other cyclophilins blocked the replication of different Coronaviruses, including IBV .",
"Moreover, an in vitro study showed that inhibition of FKBP1B and other cyclophilins blocked the replication of different Coronaviruses, including IBV . In analogy, uninfected birds from the L10H line had a higher expression of IL7, FKBP1B, FAS and PTPN22. Generally the uninfected healthy birds from the two lines exhibit different expression profiles for this subset of innate and adaptive immune genes probably resulting from the divergent selection for the MBL serum concentration.",
"Generally the uninfected healthy birds from the two lines exhibit different expression profiles for this subset of innate and adaptive immune genes probably resulting from the divergent selection for the MBL serum concentration. Selection in animal breeding have been shown to have an extensive effect on a variety of traits including immunological . Moreover, correlated response to selection has been observed in the case where selection was performed on less complex traits such as testosterone levels .",
"Moreover, correlated response to selection has been observed in the case where selection was performed on less complex traits such as testosterone levels . Finally, different expression profiles for the subset of innate and adaptive immune in the uninfected birds from the two lines might be due to the balance in the effect of MBL serum levels. High levels of human MBL have been mostly reported as beneficial while in case of intracellular parasitic disease the effect of MBL serum level might be opposite .",
"High levels of human MBL have been mostly reported as beneficial while in case of intracellular parasitic disease the effect of MBL serum level might be opposite . The results indicate that selection for MBL serum levels might lead to favoring specific modes of immune responses depending on the MBL function. Large differences in the expression patterns were seen between the two lines following infection with IBV and these differences involved adaptive immunity-related pathways which are associated with \"Alpha-beta T cell activation\" GO:0046631 , and \"Activation of innate immune response\" GO:0002218 See Additional file 18: Figure S5 .",
"Large differences in the expression patterns were seen between the two lines following infection with IBV and these differences involved adaptive immunity-related pathways which are associated with \"Alpha-beta T cell activation\" GO:0046631 , and \"Activation of innate immune response\" GO:0002218 See Additional file 18: Figure S5 . The observed enrichment for GO terms related to T cell activation is in accordance with a previous study of these lines that showed that the IBV-specific T cells are present in large numbers in the spleen after IBV infection . At week 1 post infection CXCR4, FAS and PTPN22 showed higher expression in line L10H.",
"At week 1 post infection CXCR4, FAS and PTPN22 showed higher expression in line L10H. The CXC chemokine receptors are expressed on both effector and memory T cells and play a key role in the homeostasis of memory T cells . FAS has been shown to be upregulated in the kidney of chickens challenged with IBV .",
"FAS has been shown to be upregulated in the kidney of chickens challenged with IBV . The Fas/FasL pathway is an important pathway of killing for cytotoxic T cells . Similarly, PTPN22 has been shown to be differentially expressed in chickens following pathogen challenge, and in particular following infection with Escherichia coli .",
"Similarly, PTPN22 has been shown to be differentially expressed in chickens following pathogen challenge, and in particular following infection with Escherichia coli . Additionally VCAM1 and JMJD6 were among the adaptive immunity-related genes DE between lines at week 3 See Fig. 4 , Additional file 19: Figure S6 .",
"4 , Additional file 19: Figure S6 . The VCAM1 gene is known to be involved in the activation of T cells . Furthermore, a recent study demonstrated that JMJD6 regulates proliferation of memory T cells during a viral infection which is of great interest considering that had higher expression in the IBVinfected birds from L10H line at week 3.",
"Furthermore, a recent study demonstrated that JMJD6 regulates proliferation of memory T cells during a viral infection which is of great interest considering that had higher expression in the IBVinfected birds from L10H line at week 3. The results show that the two lines differ greatly in the expression of adaptive immunity-related genes following infection, which may imply the presence of different modes of gene regulation. The sampling times were chosen to access responses both in the effector phase week 1 and memory phase week 3 of the adaptive immune response to IBV.",
"The sampling times were chosen to access responses both in the effector phase week 1 and memory phase week 3 of the adaptive immune response to IBV. In accordance, at 1 week, post infection subsets of genes actively involved in T cell proliferation show differences between the lines. Also, at week 3 immune-related gene expression profiles in response to IBV infection that differ between the lines are more related to maintenance of T cell memory.",
"Also, at week 3 immune-related gene expression profiles in response to IBV infection that differ between the lines are more related to maintenance of T cell memory. MBL is known to be involved in regulation of dendritic cell maturation as well as cytokine production . Dendritic cells, which are the main antigen presenting cells and are actively involved in regulation of adaptive immune responses, possess the receptors for MBL in mammals .",
"Dendritic cells, which are the main antigen presenting cells and are actively involved in regulation of adaptive immune responses, possess the receptors for MBL in mammals . Therefore, the two lines selected for different MBL serum concentration may display differences in adaptive immune responses and development of adaptive immunity as a result of differences in response to cytokine signaling from dendritic cells. Other studies of the two lines, L10L and L10H, have shown that they differ in disease response parameters after being challenged with different pathogens.",
"Other studies of the two lines, L10L and L10H, have shown that they differ in disease response parameters after being challenged with different pathogens. The L10L line has been associated with increased viral replication in the airway after an infectious bronchitis virus IBV infection , reduced growth rate after an Escherichia coli infection and greater intestinal colonization after Salmonella Infantis infection . In the present experiment, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L .",
"In the present experiment, significantly lower viral loads p < 0.03 were observed in birds from line L10H in comparison to infected birds from line L10L . Furthermore, L10H birds in the present study exhibited a less severe damage of tracheal cilia following the IBV infection in comparison to the L10L line unpublished data . In the current experiment phenotypic differences in additional traits connected to adaptive immunity were observed, including numbers of circulating B cells and cytotoxic T cells .",
"In the current experiment phenotypic differences in additional traits connected to adaptive immunity were observed, including numbers of circulating B cells and cytotoxic T cells . Based on these observations it seems that selection for high MBL serum concentration allows birds to cope better after being infected with a range of pathogens. Therefore, the observed differences in the expression profiles for the adaptive and innate immune-related genes are a reflection of differences in disease resistance and immune responses between the lines L10L and L10H.",
"Therefore, the observed differences in the expression profiles for the adaptive and innate immune-related genes are a reflection of differences in disease resistance and immune responses between the lines L10L and L10H. In conclusion, large differences in the spleen transcriptome between the two chicken lines, L10L and L10H, were observed in both uninfected healthy and IBVinfected birds. The uninfected birds from the two lines showed differences in expression profiles for a subset of both adaptive and innate immunity-related genes, which may represent differences in preparedness to respond to an infection.",
"The uninfected birds from the two lines showed differences in expression profiles for a subset of both adaptive and innate immunity-related genes, which may represent differences in preparedness to respond to an infection. Following infection with IBV, the two lines showed large differences in expression of genes involved in the adaptive cellular immune response such as T cell activation and proliferation pathways and hence their ability to respond to the infection, which is reflected in the difference in pathogen load seen between the two lines. This study is a follow-up of the experiment performed by Kjaerup et al.",
"This study is a follow-up of the experiment performed by Kjaerup et al. which characterized the cellular and humoral immune response of the two chicken lines, L10H and L10L, divergently selected for MBL serum concentrations following IBV infection. In total, 96 birds were used in the experimental study originating from the two Aarhus University inbred lines, L10H and L10L .",
"In total, 96 birds were used in the experimental study originating from the two Aarhus University inbred lines, L10H and L10L . All 96 birds were reared together in a biosecure IBV-free environment until they were 3 weeks of age and then allocated to two different groups with 24 birds from each line in each group uninfected and infected . The birds were transferred to a biosafety level 2 facility and placed in isolators.",
"The birds were transferred to a biosafety level 2 facility and placed in isolators. Two isolators contained uninfected chickens and two isolators contained infected chickens. Each isolator having an equal mix of the two lines as described by Kjaerup et al. . The virulent IBV-M41 strain was used for the infection a kind gift from Dr. med. vet.",
"vet. Hans C. Philipp at the Lohmann Animal Health GmbH, Cuxhaven, Germany . The virus had been passaged twice in specific pathogen-free embryonated eggs. The IBV inocula were prepared in phosphate-buffered saline PBS immediately before use and contained 2 × 10 5.2 EID 50 /200 μl of IBV-M41 virus.",
"The IBV inocula were prepared in phosphate-buffered saline PBS immediately before use and contained 2 × 10 5.2 EID 50 /200 μl of IBV-M41 virus. The first and the second group the uninfected groups were mock-infected with 200 μl PBS per bird. The third and fourth groups the infected groups received 200 μL of IBV-M41.",
"The third and fourth groups the infected groups received 200 μL of IBV-M41. The inocula were given half nasally and half orally to mimic the natural infection routes of IBV in the chicken. Chickens were fed diets that met or exceeded the National Research Council requirements. Feed and water were provided ad libitum.",
"Feed and water were provided ad libitum. The birds were monitored daily for clinical signs of disease and disease parameters were measured as reported by Kjaerup et al. . None of the individuals received antibiotic therapy during the experimental period.",
". None of the individuals received antibiotic therapy during the experimental period. The study was carried out under strict ethical approval and monitoring see the statement at the end of the Materials and Methods section . For this study 64 spleen samples were harvested and used for RNA sequencing.",
"For this study 64 spleen samples were harvested and used for RNA sequencing. The birds were sacrificed 1 and 3 weeks post infection by cervical dislocation and spleen samples were collected. At both time points, eight samples from the two lines, L10H and line L10L, from each group uninfected and infected were collected as illustrated in Fig.",
"At both time points, eight samples from the two lines, L10H and line L10L, from each group uninfected and infected were collected as illustrated in Fig. 1 . After collection, spleens were sectioned triangular cross-sectional slice from upper part and identical samples from each chicken were immediately placed in RNAlater® Stabilization Solution Ambion Inc., Austin, Texas that were incubated at 4°C overnight and then transferred to -20°C the following day.",
"After collection, spleens were sectioned triangular cross-sectional slice from upper part and identical samples from each chicken were immediately placed in RNAlater® Stabilization Solution Ambion Inc., Austin, Texas that were incubated at 4°C overnight and then transferred to -20°C the following day. Tissue samples were homogenized on a TissueLyzer LT Qiagen, Hilden, Germany . Total RNA was extracted with the Qiagen RNAeasy Kit Catalog ID 74104, Qiagen, Venlo, Netherlands according to the manufacturer's instructions.",
"Total RNA was extracted with the Qiagen RNAeasy Kit Catalog ID 74104, Qiagen, Venlo, Netherlands according to the manufacturer's instructions. The quality of the 64 total RNA samples was verified using a 2200 TapeStation RNA Screen Tape device Agilent, Santa Clara, CA, USA and the concentration ascertained using an ND-1000 spectrophotometer Nano-Drop, Wilmington, DE . Libraries were prepared with the Illumina TruseqRNA sample prep kit Catalog ID FC-122-1001, Illumina, San Diego, USA following the manufacturer's protocol and evaluated with the Agilent Tape Station 2200.",
"Libraries were prepared with the Illumina TruseqRNA sample prep kit Catalog ID FC-122-1001, Illumina, San Diego, USA following the manufacturer's protocol and evaluated with the Agilent Tape Station 2200. Libraries were quantified by Picogreen and then normalized to 10 nM as recommended by Illumina for cluster generation on the Hiseq2000. Equimolar amounts of each library were mixed before NaOH denaturation.",
"Equimolar amounts of each library were mixed before NaOH denaturation. The Illumina Truseq PE cluster kit v3 Catalog ID PE-401-3001 was used to generate clusters on the grafted Illumina Flowcell and the hybridized libraries were sequenced on six lines of a Flowcell on the Hiseq2000 with 100 cycles of a paired-end sequencing module using the Truseq SBS kit v3 Catalog ID FC-401-3001 . Quality control, mapping of RNA sequencing reads and counting mapped reads Initial control quality was assessed by the FastQC software version 0.11.3 .",
"Quality control, mapping of RNA sequencing reads and counting mapped reads Initial control quality was assessed by the FastQC software version 0.11.3 . Raw reads were than trimmed for low quality bases using the Trimmomatic tool version 0.32 applying minimum Phred quality score >10 averaged across the sliding window of five bases. Furthermore, all reads with the length below 40 bp were removed.",
"Furthermore, all reads with the length below 40 bp were removed. The trimmed reads were mapped to the Gallus gallus reference genome Gallus_gallus-4.0, release 80 using a spliced aligner TopHat2 version 2.014 . The Gallus gallus gene annotation used for mapping was retrieved from Ensembl database version 80 ..",
"The Gallus gallus gene annotation used for mapping was retrieved from Ensembl database version 80 .. The mapping quality was assessed using a set of Python scripts within the RSeQC toolkit . The quality control assessment included inspection of the read coverage over the full gene body in order to assess if reads coverage was uniform and if there was any 5' or 3' bias as well as how the mapped reads were distributed over genome features.",
"The quality control assessment included inspection of the read coverage over the full gene body in order to assess if reads coverage was uniform and if there was any 5' or 3' bias as well as how the mapped reads were distributed over genome features. Gene count estimation was performed using the HTSeq-count tool in 'union' mode. The HTSeq-count is a Python script within the HTSeq framework, version 0.7.1, which is an open source toolkit that allows the input of raw counts from aligned reads to be annotated with gene names based on genomic features .",
"The HTSeq-count is a Python script within the HTSeq framework, version 0.7.1, which is an open source toolkit that allows the input of raw counts from aligned reads to be annotated with gene names based on genomic features . The read counts obtained were used to estimate gene expression and identify differentially expressed DE genes. This was achieved using Bioconductor package edgeR version 3.10.0 and limma version 3.24.5 following a previously described protocol .",
"This was achieved using Bioconductor package edgeR version 3.10.0 and limma version 3.24.5 following a previously described protocol . Before performing statistical analysis, genes with low levels of expression were filtered out using a threshold of least one read per million in n of the samples, where n is the size of the smallest group of replicates, which in this case was eight. In order to account for technical and biological effects reads counts were normalized using the \"calc-NormFactors\" function implemented in the edgeR package.",
"In order to account for technical and biological effects reads counts were normalized using the \"calc-NormFactors\" function implemented in the edgeR package. This function normalizes the data by finding a set of scaling factors for the library sizes that minimizes the log-fold changes between the samples. The scale factors were computed using the trimmed mean of M-values TMM between samples .",
"The scale factors were computed using the trimmed mean of M-values TMM between samples . Common and tag-wise dispersion estimates were calculated with the Cox-Reid profile adjusted likelihood method in order to correct for the technical and biological variation when fitting the multivariate negative binomial model . Multidimensional scaling MDS was implemented in the edgeR package, to assess similarity of the samples visually.",
"Multidimensional scaling MDS was implemented in the edgeR package, to assess similarity of the samples visually. The MDS plot was created in order to visualize the relationship between samples and identify possible outliers . MDS is based on comparing the relationship between all pairs of samples by applying a countspecific pairwise distance measure .",
"MDS is based on comparing the relationship between all pairs of samples by applying a countspecific pairwise distance measure . Possible outliers were further investigated using principal component analysis PCA to remove samples which fell outside a 95 % confidence ellipse. A design matrix was created in order to specify the factors that were expected to affect the expression level.",
"A design matrix was created in order to specify the factors that were expected to affect the expression level. The matrix was constructed to fit the saturated model where each treatment combination was considered separately. Eight treatment combinations were considered as illustrated in Fig.",
"Eight treatment combinations were considered as illustrated in Fig. 1 : uninfected birds from the line L10H at week 1, uninfected birds from the line L10L at week 1, infected birds from the line L10H at week 1, infected birds from the line L10L at week 1, uninfected birds from the line L10H at week 3, uninfected birds from the line L10L at week 3, infected birds from the line L10H at week 3, infected birds from the line L10L at week 3. A generalized linear model likelihood ratio test, specifying the difference of interest, was used to test for differential expression between these treatment combinations.",
"A generalized linear model likelihood ratio test, specifying the difference of interest, was used to test for differential expression between these treatment combinations. The differential expression analysis was performed comparing the log-fold differences in gene counts between two lines L10H and L10L at different time points weeks 1 and 3 and for different status uninfected and infected separately Fig. 1 .",
"1 . Benjamini Hochberg false discovery rates FDR for a transcriptome-wide experiment were calculated to correct for multiple testing . All genes with an FDR-adjusted p-value <0.05 were considered individual genes of interest and were retained for further analysis.",
"All genes with an FDR-adjusted p-value <0.05 were considered individual genes of interest and were retained for further analysis. Functional analysis of the DE genes was performed using the Cytoscape version 3.2.1 with the ClueGo version 2.1.7 plug-in to enrich the annotation and enrichment of the differentially expressed DE genes for four comparisons C1-C4, see Fig. 1 .",
"1 . ClueGO determines the distribution of the target genes across the GO Gene Ontology terms and pathways: this study focused on. The p-value was calculated using right-sided hypergeometric tests and Benjamini-Hochberg adjustment was used for multiple test correction.",
"The p-value was calculated using right-sided hypergeometric tests and Benjamini-Hochberg adjustment was used for multiple test correction. An adjusted pvalue of 0.001 indicated a statistically significant deviation from the expected distribution, and that the corresponding GO terms and pathways were enriched for the target genes. The association strength between the terms was calculated using a corrected kappa statistic of 0.4.",
"The association strength between the terms was calculated using a corrected kappa statistic of 0.4. The network created represented the terms as nodes which were linked based on a 0.4 kappa score level. The size of the nodes reflected the enrichment significance of the terms. The network was automatically laid out using the Organic layout algorithm supported by Cytoscape.",
"The network was automatically laid out using the Organic layout algorithm supported by Cytoscape. The functional groups were created by iterative merging of initially defined groups based on the predefined kappa score threshold. Only functional groups represented by their most significant term were visualized in the network providing an insightful view of their interrelations .",
"Only functional groups represented by their most significant term were visualized in the network providing an insightful view of their interrelations . The experimental procedures were conducted under the protocols approved by the Danish Animal Experiments Inspectorate and complied with the Danish Ministry of Justice Law no. 382 June 10, 1987 and Acts 739 December 6, 1988 and 333 May 19, 1990 concerning animal experimentation and care of experimental animals.",
"382 June 10, 1987 and Acts 739 December 6, 1988 and 333 May 19, 1990 concerning animal experimentation and care of experimental animals. The license to conduct the animal experiment was obtained by Helle R. Juul-Madsen. comparison between uninfected birds at week 1.",
"comparison between uninfected birds at week 1. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms.",
"The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The colour pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 60 kb Additional file 17: Figure S4 .",
"PDF 60 kb Additional file 17: Figure S4 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between uninfected birds at week 3. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colours according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 55 kb Additional file 18: Figure S5 .",
"PDF 55 kb Additional file 18: Figure S5 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between infected birds at week 1. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 70 kb Additional file 19: Figure S6 .",
"PDF 70 kb Additional file 19: Figure S6 . Network representation of enriched GO Immune System terms of differentially expressed DE genes for comparison between infected birds at week 3. The GO Immune System terms were identified as nodes and linked based on their kappa score level > = 0.4 and p-value < 0.001. Functionally related groups partially overlapped.",
"Functionally related groups partially overlapped. The GO terms are labelled in colors according to hierarchical clustering of GO terms. Terms which have not been grouped are shown in grey. The color pie charts of the GO Immune system nodes show the gene proportion associated with the respective term. PDF 30 kb"
] | 1,691 | 5,162 |
What is needed to elucidate zoonotic emergence? | A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,719 |
What is the conclusion of this report? | heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,720 |
Why have bats received attention in recent years? | for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,721 |
What difference bats demonstrate compared to most non-Chiropteran mammals? | no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals (Schountz et al., 2017) but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,722 |
What suite of species-specific mechanisms do bats have to limit viral load? | host receptor sequence incompatibilities for some bat-virus combinations (Ng et al., 2015; Takadate et al., 2020) and constitutive expression of the antiviral cytokine | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,723 |
How are mammalian cells typically rendered antiviral? | the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins (IFN-a and IFN-b), which promote expression and translation of interferon-stimulated genes (ISGs) in neighboring cells | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,724 |
In non-flying mammals, what what would be elicited by IFN expression upon viral infection? | widespread inflammation and concomitant immunopathology upon viral infection | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,725 |
What do the bats do instead? | bats support unique adaptations to combat inflammation | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,726 |
Why may the bats have this unique adaptation? | to mitigate metabolic damage induced during flight | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,727 |
Why was the field of virus dynamics developed? | to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,728 |
How are bats connected to fatal viral diseases? | bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
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What is an example of anti-viral defense in bats? | some bats have an antiviral immune response called the interferon pathway perpetually switched on | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,730 |
What would be caused by this hyper-vigilance in most other mammals? | harmful inflammation | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
] | 1,698 | 2,731 |
How are bats different? | Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. | [
"Bats host virulent zoonotic viruses without experiencing disease. A mechanistic understanding of the impact of bats’ virus hosting capacities, including uniquely constitutive immune pathways, on cellular-scale viral dynamics is needed to elucidate zoonotic emergence. We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data.",
"We carried out virus infectivity assays on bat cell lines expressing induced and constitutive immune phenotypes, then developed a theoretical model of our in vitro system, which we fit to empirical data. Best fit models recapitulated expected immune phenotypes for representative cell lines, supporting robust antiviral defenses in bat cells that correlated with higher estimates for within-host viral propagation rates. In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host.",
"In general, heightened immune responses limit pathogen-induced cellular morbidity, which can facilitate the establishment of rapidly-propagating persistent infections within-host. Rapidly-transmitting viruses that have evolved with bat immune systems will likely cause enhanced virulence following emergence into secondary hosts with immune systems that diverge from those unique to bats. Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 .",
"Text: Bats have received much attention in recent years for their role as reservoir hosts for emerging viral zoonoses, including rabies and related lyssaviruses, Hendra and Nipah henipaviruses, Ebola and Marburg filoviruses, and SARS coronavirus Calisher et al., 2006; Wang and Anderson, 2019 . In most non-Chiropteran mammals, henipaviruses, filoviruses, and coronaviruses induce substantial morbidity and mortality, display short durations of infection, and elicit robust, long-term immunity in hosts surviving infection Nicholls et al., 2003; Hooper et al., 2001; Mahanty and Bray, 2004 . Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals .",
"Bats, by contrast, demonstrate no obvious disease symptoms upon infection with pathogens that are highly virulent in non-volant mammals . but may, instead, support viruses as longterm persistent infections, rather than transient, immunizing pathologies . .",
". Recent research advances are beginning to shed light on the molecular mechanisms by which bats avoid pathology from these otherwise virulent pathogens Brook and Dobson, 2015 . Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others .",
"Bats leverage a suite of species-specific mechanisms to limit viral load, which include host receptor sequence incompatibilities for some bat-virus combinations Ng et al., 2015; Takadate et al., 2020 and constitutive expression of the antiviral cytokine, IFN-a, for others . . Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 .",
"Typically, the presence of viral RNA or DNA in the cytoplasm of mammalian cells will induce secretion of type I interferon proteins IFN-a and IFN-b , which promote expression and translation of interferon-stimulated genes ISGs in neighboring cells and render them effectively antiviral Stetson and Medzhitov, 2006 . In some bat cells, the transcriptomic blueprints for this IFN response are expressed constitutively, even in the absence of stimulation by viral RNA or DNA . .",
". In non-flying mammals, constitutive IFN expression would likely elicit widespread inflammation and concomitant immunopathology upon viral infection, but bats support unique adaptations to combat inflammation Zhang et al., 2013; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018 that may have evolved to mitigate metabolic damage induced during flight . .",
". The extent to which constitutive IFN-a expression signifies constitutive antiviral defense in the form of functional IFN-a protein remains unresolved. In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 .",
"In bat cells constitutively expressing IFN-a, some protein-stimulated, downstream ISGs appear to be also constitutively expressed, but additional ISG induction is nonetheless possible following viral challenge and stimulation of IFN-b Zhou et al., 2016; Xie et al., 2018 . Despite recent advances in molecular understanding of bat viral tolerance, the consequences of this unique bat immunity on within-host virus dynamics-and its implications for understanding zoonotic emergence-have yet to be elucidated. The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 .",
"The field of 'virus dynamics' was first developed to describe the mechanistic underpinnings of long-term patterns of steady-state viral load exhibited by patients in chronic phase infections with HIV, who appeared to produce and clear virus at equivalent rates Nowak and May, 2000; Ho et al., 1995 . Models of simple target cell depletion, in which viral load is dictated by a bottom-eLife digest Bats can carry viruses that are deadly to other mammals without themselves showing serious symptoms. In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus.",
"In fact, bats are natural reservoirs for viruses that have some of the highest fatality rates of any viruses that people acquire from wild animals -including rabies, Ebola and the SARS coronavirus. Bats have a suite of antiviral defenses that keep the amount of virus in check. For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on.",
"For example, some bats have an antiviral immune response called the interferon pathway perpetually switched on. In most other mammals, having such a hyper-vigilant immune response would cause harmful inflammation. Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation.",
"Bats, however, have adapted anti-inflammatory traits that protect them from such harm, include the loss of certain genes that normally promote inflammation. However, no one has previously explored how these unique antiviral defenses of bats impact the viruses themselves. Now, Brook et al.",
"Now, Brook et al. have studied this exact question using bat cells grown in the laboratory. The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection.",
"The experiments made use of cells from one bat species -the black flying fox -in which the interferon pathway is always on, and another -the Egyptian fruit bat -in which this pathway is only activated during an infection. The bat cells were infected with three different viruses, and then Brook et al. observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response.",
"observed how the interferon pathway helped keep the infections in check, before creating a computer model of this response. The experiments and model helped reveal that the bats' defenses may have a potential downside for other animals, including humans. In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell.",
"In both bat species, the strongest antiviral responses were countered by the virus spreading more quickly from cell to cell. This suggests that bat immune defenses may drive the evolution of faster transmitting viruses, and while bats are well protected from the harmful effects of their own prolific viruses, other creatures like humans are not. The findings may help to explain why bats are often the source for viruses that are deadly in humans.",
"The findings may help to explain why bats are often the source for viruses that are deadly in humans. Learning more about bats' antiviral defenses and how they drive virus evolution may help scientists develop better ways to predict, prevent or limit the spread of viruses from bats to humans. More studies are needed in bats to help these efforts.",
"More studies are needed in bats to help these efforts. In the meantime, the experiments highlight the importance of warning people to avoid direct contact with wild bats. up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus .",
"up resource supply of infection-susceptible host cells, were first developed for HIV Perelson, 2002 but have since been applied to other chronic infections, including hepatitis-C virus . , hepatitis-B virus . and cytomegalovirus . .",
", hepatitis-B virus . and cytomegalovirus . . Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 .",
"Recent work has adopted similar techniques to model the within-host dynamics of acute infections, such as influenza A and measles, inspiring debate over the extent to which explicit modeling of top-down immune control can improve inference beyond the basic resource limitation assumptions of the target cell model Baccam et al., 2006; Pawelek et al., 2012; Saenz et al., 2010; Morris et al., 2018 . To investigate the impact of unique bat immune processes on in vitro viral kinetics, we first undertook a series of virus infection experiments on bat cell lines expressing divergent interferon phenotypes, then developed a theoretical model elucidating the dynamics of within-host viral spread. We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity.",
"We evaluated our theoretical model analytically independent of the data, then fit the model to data recovered from in vitro experimental trials in order to estimate rates of within-host virus transmission and cellular progression to antiviral status under diverse assumptions of absent, induced, and constitutive immunity. Finally, we confirmed our findings in spatially-explicit stochastic simulations of fitted time series from our mean field model. We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data.",
"We hypothesized that top-down immune processes would overrule classical resource-limitation in bat cell lines described as constitutively antiviral in the literature, offering a testable prediction for models fit to empirical data. We further predicted that the most robust antiviral responses would be associated with the most rapid within-host virus propagation rates but also protect cells against virus-induced mortality to support the longest enduring infections in tissue culture. We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture.",
"We first explored the influence of innate immune phenotype on within-host viral propagation in a series of infection experiments in cell culture. We conducted plaque assays on six-well plate monolayers of three immortalized mammalian kidney cell lines: Vero African green monkey cells, which are IFN-defective and thus limited in antiviral capacity . ; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 .",
"; RoNi/7.1 Rousettus aegyptiacus cells which demonstrate idiosyncratic induced interferon responses upon viral challenge Kuzmin et al., 2017; Arnold et al., 2018; Biesold et al., 2011; Pavlovich et al., 2018 ; and PaKiT01 Pteropus alecto cells which constitutively express IFN-a Zhou et al., 2016; Crameri et al., 2009 . To intensify cell line-specific differences in constitutive immunity, we carried out infectivity assays with GFP-tagged, replication-competent vesicular stomatitis Indiana viruses: rVSV-G, rVSV-EBOV, and rVSV-MARV, which have been previously described Miller et al., 2012; Wong et al., 2010 . Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection.",
"Two of these viruses, rVSV-EBOV and rVSV-MARV, are recombinants for which cell entry is mediated by the glycoprotein of the bat-evolved filoviruses, Ebola EBOV and Marburg MARV , thus allowing us to modulate the extent of structural, as well as immunological, antiviral defense at play in each infection. Previous work in this lab has demonstrated incompatibilities in the NPC1 filovirus receptor which render PaKiT01 cells refractory to infection with rVSV-MARV Ng and Chandrab, 2018, Unpublished results , making them structurally antiviral, over and above their constitutive expression of IFN-a. All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001.",
"All three cell lines were challenged with all three viruses at two multiplicities of infection MOI : 0.001 and 0.0001. Between 18 and 39 trials were run at each cell-virus-MOI combination, excepting rVSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which only eight trials were run see Materials and methods; Figure 1 -figure supplements 1-3, Supplementary file 1 . Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space .",
"Because plaque assays restrict viral transmission neighbor-to-neighbor in two-dimensional cellular space . , we were able to track the spread of GFP-expressing virus-infected cells across tissue monolayers via inverted fluorescence microscopy. For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods .",
"For each infection trial, we monitored and re-imaged plates for up to 200 hr of observations or until total monolayer destruction, processed resulting images, and generated a time series of the proportion of infectious-cell occupied plate space across the duration of each trial see Materials and methods . We used generalized additive models to infer the time course of all cell culture replicates and construct the multi-trial dataset to which we eventually fit our mechanistic transmission model for each cell line-virus-specific combination Figure 1; Figure 1 -figure supplements 1-5 . All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs.",
"All three recombinant vesicular stomatitis viruses rVSV-G, rVSV-EBOV, and rVSV-MARV infected Vero, RoNi/7.1, and PaKiT01 tissue cultures at both focal MOIs. Post-invasion, virus spread rapidly across most cell monolayers, resulting in virus-induced epidemic extinction. Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV.",
"Epidemics were less severe in bat cell cultures, especially when infected with the recombinant filoviruses, rVSV-EBOV and rVSV-MARV. Monolayer destruction was avoided in the case of rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells: in the former, persistent viral infection was maintained throughout the 200 hr duration of each experiment, while, in the latter, infection was eliminated early in the time series, preserving a large proportion of live, uninfectious cells across the duration of the experiment. We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 .",
"We assumed this pattern to be the result of immune-mediated epidemic extinction Figure 1 . Patterns from MOI = 0.001 were largely recapitulated at MOI = 0.0001, though at somewhat reduced total proportions Figure 1-figure supplement 5 . A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 .",
"A theoretical model fit to in vitro data recapitulates expected immune phenotypes for bat cells We next developed a within-host model to fit to these data to elucidate the effects of induced and constitutive immunity on the dynamics of viral spread in host tissue Figure 1 . The compartmental within-host system mimicked our two-dimensional cell culture monolayer, with cells occupying five distinct infection states: susceptible S , antiviral A , exposed E , infectious I , and dead D . We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication.",
"We modeled exposed cells as infected but not yet infectious, capturing the 'eclipse phase' of viral integration into a host cell which precedes viral replication. Antiviral cells were immune to viral infection, in accordance with the 'antiviral state' induced from interferon stimulation of ISGs in tissues adjacent to infection Stetson and Medzhitov, 2006 . Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system.",
"Because we aimed to translate available data into modeled processes, we did not explicitly model interferon dynamics but instead scaled the rate of cell progression from susceptible to antiviral r by the proportion of exposed cells globally in the system. In systems permitting constitutive immunity, a second rate of cellular acquisition of antiviral status \" additionally scaled with the global proportion of susceptible cells in the model. Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay .",
"Compared with virus, IFN particles are small and highly diffusive, justifying this global signaling assumption at the limited spatial extent of a six-well plate and maintaining consistency with previous modeling approximations of IFN signaling in plaque assay . . To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density.",
"To best represent our empirical monolayer system, we expressed our state variables as proportions P S , P A , P E , P I , and P D , under assumptions of frequency-dependent transmission in a wellmixed population Keeling and Rohani, 2008 , though note that the inclusion of P D representing the proportion of dead space in the modeled tissue had the functional effect of varying transmission with infectious cell density. This resulted in the following system of ordinary differential equations: We defined 'induced immunity' as complete, modeling all cells as susceptible to viral invasion at disease-free equilibrium, with defenses induced subsequent to viral exposure through the term r. By contrast, we allowed the extent of constitutive immunity to vary across the parameter range of \" > 0, defining a 'constitutive' system as one containing any antiviral cells at disease-free equilibrium. In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination.",
"In fitting this model to tissue culture data, we independently estimated both r and \"; as well as the cell-to-cell transmission rate, b, for each cell-virus combination. Since the extent to which constitutively-expressed IFN-a is constitutively translated into functional protein is not yet known for bat hosts . , this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e.",
", this approach permitted our tissue culture data to drive modeling inference: even in PaKiT01 cell lines known to constitutively express IFN-a, the true constitutive extent of the system i.e. the quantity of antiviral cells present at disease-free equilibrium was allowed to vary through estimation of \": For the purposes of model-fitting, we fixed the value of c, the return rate of antiviral cells to susceptible status, at 0. The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 .",
"The small spatial scale and short time course max 200 hours of our experiments likely prohibited any return of antiviral cells to susceptible status in our empirical system; nonetheless, we retained the term c in analytical evaluations of our model because regression from antiviral to susceptible status is possible over long time periods in vitro and at the scale of a complete organism Radke et al., 1974; Rasmussen and Farley, 1975; Samuel and Knutson, 1982 . Before fitting to empirical time series, we undertook bifurcation analysis of our theoretical model and generated testable hypotheses on the basis of model outcomes. From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1.",
"From our within-host model system Equation 1-5 , we derived the following expression for R 0 , the pathogen basic reproduction number Supplementary file 2 : Pathogens can invade a host tissue culture when R 0 >1. Rapid rates of constitutive antiviral acquisition \" will drive R 0 <1: tissue cultures with highly constitutive antiviral immunity will be therefore resistant to virus invasion from the outset. Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with.",
"Since, by definition, induced immunity is stimulated following initial virus invasion, the rate of induced antiviral acquisition r is not incorporated into the equation for R 0 ; while induced immune processes can control virus after initial invasion, they cannot prevent it from occurring to begin with. In cases of fully induced or absent immunity \" ¼ 0 , the R 0 equation thus reduces to a form typical of the classic SEIR model: At equilibrium, the theoretical, mean field model demonstrates one of three infection states: endemic equilibrium, stable limit cycles, or no infection Figure 2 . Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 .",
"Respectively, these states approximate the persistent infection, virus-induced epidemic extinction, and immune-mediated epidemic extinction phenotypes previously witnessed in tissue culture experiments Figure 1 . Theoretically, endemic equilibrium is maintained when new infections are generated at the same rate at which infections are lost, while limit cycles represent parameter space under which infectious and susceptible populations are locked in predictable oscillations. Endemic equilibria resulting from cellular regeneration i.e.",
"Endemic equilibria resulting from cellular regeneration i.e. births have been described in vivo for HIV Coffin, 1995 and in vitro for herpesvirus plaque assays . , but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series.",
", but, because they so closely approach zero, true limit cycles likely only occur theoretically, instead yielding stochastic extinctions in empirical time series. Bifurcation analysis of our mean field model revealed that regions of no infection pathogen extinction were bounded at lower threshold Branch point values for b, below which the pathogen was unable to invade. We found no upper threshold to invasion for b under any circumstances i.e.",
"We found no upper threshold to invasion for b under any circumstances i.e. b high enough to drive pathogen-induced extinction , but high b values resulted in Hopf bifurcations, which delineate regions of parameter space characterized by limit cycles. Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions.",
"Since limit cycles so closely approach zero, high bs recovered in this range would likely produce virus-induced epidemic extinctions under experimental conditions. Under more robust representations of immunity, with higher values for either or both induced r and constitutive \" rates of antiviral acquisition, Hopf bifurcations occurred at increasingly higher values for b, meaning that persistent infections could establish at higher viral transmission rates Figure 2 . Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 .",
"Consistent with our derivation for R 0 , we found that the Branch point threshold for viral invasion was independent of changes to the induced immune parameter r but saturated at high values of \" that characterize highly constitutive immunity Figure 3 . We next fit our theoretical model by least squares to each cell line-virus combination, under absent, induced, and constitutive assumptions of immunity. In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play .",
"In general, best fit models recapitulated expected outcomes based on the immune phenotype of the cell line in question, as described in the general literature Table 1 Ironically, the induced immune model offered a slightly better fit than the constitutive to rVSV-MARV infections on the PaKiT01 cell line the one cell line-virus combination for which we know a constitutively antiviral cell-receptor incompatibility to be at play . Because constitutive immune assumptions can prohibit pathogen invasion R 0 <1 , model fits to this time series under constitutive assumptions were handicapped by overestimations of \", which prohibited pathogen invasion. Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled.",
"Only by incorporating an exceedingly rapid rate of induced antiviral acquisition could the model guarantee that initial infection would be permitted and then rapidly controlled. In all panel A plots, the rate of induced immune antiviral acquisition r was fixed at 0.01. Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 .",
"Panel B depicts dynamics under variably induced immunity, ranging from absent left: r=0 to high right: r=1 . In all panel B plots, the rate of constitutive antiviral acquisition \" was fixed at 0.0001 Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycles, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3.",
"Special points from bifurcations analyses are listed in Supplementary file 3. In fitting our theoretical model to in vitro data, we estimated the within-host virus transmission rate b and the rate s of cellular acquisition to antiviral status r or r + \" Table 1 ; Supplementary file 4 . Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination.",
"Under absent immune assumptions, r and \" were fixed at 0 while b was estimated; under induced immune assumptions, \" was fixed at 0 while r and b were estimated; and under constitutive immune assumptions, all three parameters r, \", and b were simultaneously estimated for each cell-virus combination. Best fit parameter estimates for MOI=0.001 data are visualized in conjunction with br and b -\" bifurcations in r and B the constitutive immunity rate of antiviral acquisition \" . Panels show variation in the extent of immunity, from absent left to high right .",
"Panels show variation in the extent of immunity, from absent left to high right . Branch point curves are represented as solid lines and Hopf curves as dashed lines. White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction .",
"White space indicates endemic equilibrium persistence , gray space indicates limit cycling, and black space indicates no infection extinction . Other parameter values for equilibrium analysis were fixed at: b = .025, m = .001, s = 1/6, a = 1/6, c = 0. Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures.",
"Special points from bifurcations analyses are listed in Supplementary file 3. space corresponding to theoretical limit cycles, consistent with observed virus-induced epidemic extinctions in stochastic tissue cultures. In contrast to Vero cells, the induced immunity model offered the best fit to all RoNi/7.1 data, consistent with reported patterns in the literature and our own validation by qPCR Table 1; Arnold et al., 2018; Kuzmin et al., 2017; Biesold et al., 2011; Pavlovich et al., 2018 . As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV.",
"As in Vero cell trials, we estimated highest b values for rVSV-G infections on RoNi/7.1 cell lines but here recovered higher b estimates for rVSV-MARV than for rVSV-EBOV. This reversal was balanced by a higher estimated rate of acquisition to antiviral status r for rVSV-EBOV versus rVSV-MARV. In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b .",
"In general, we observed that more rapid rates of antiviral acquisition either induced, r, constitutive, \", or both correlated with higher transmission rates b . When offset by r, b values estimated for RoNi/7.1 infections maintained the same amplitude as those estimated for immune-absent Vero cell lines but caused gentler epidemics and reduced cellular mortality Figure 1 . RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments.",
"RoNi/7.1 parameter estimates localized in the region corresponding to endemic equilibrium for the deterministic, theoretical model Figure 4 , yielding less acute epidemics which nonetheless went extinct in stochastic experiments. Finally, rVSV-G and rVSV-EBOV trials on PaKiT01 cells were best fit by models assuming constitutive immunity, while rVSV-MARV infections on PaKiT01 were matched equivalently by models assuming either induced or constitutive immunity-with induced models favored over constitutive in AIC comparisons because one fewer parameter was estimated Figure 1-figure supplements 4-5; Supplementary file 4 . For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 .",
"For all virus infections, PaKiT01 cell lines yielded b estimates a full order of magnitude higher than Vero or RoNi/7.1 cells, with each b balanced by an immune response either r, or r combined with \" also an order of magnitude higher than that recovered for the other cell lines Figure 4 ; Table 1 . As in RoNi/7.1 cells, PaKiT01 parameter fits localized in the region corresponding to endemic equilibrium for the deterministic theoretical model. Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 .",
"Because constitutive immune processes can actually prohibit initial pathogen invasion, constitutive immune fits to rVSV-MARV infections on PaKiT01 cell lines consistently localized at or below the Branch point threshold for virus invasion R 0 ¼ 1 . During model fitting for optimization of \", any parameter tests of \" values producing R 0 <1 resulted in no infection and, consequently, produced an exceedingly poor fit to infectious time series data. In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all.",
"In all model fits assuming constitutive immunity, across all cell lines, antiviral contributions from \" prohibited virus from invading at all. The induced immune model thus produced a more parsimonious recapitulation of these data because virus invasion was always permitted, then rapidly controlled. In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits.",
"In order to compare the relative contributions of each cell line's disparate immune processes to epidemic dynamics, we next used our mean field parameter estimates to calculate the initial 'antiviral rate'-the initial accumulation rate of antiviral cells upon virus invasion for each cell-virus-MOI combination-based on the following equation: where P E was calculated from the initial infectious dose MOI of each infection experiment and P S was estimated at disease-free equilibrium: Because and \" both contribute to this initial antiviral rate, induced and constitutive immune assumptions are capable of yielding equally rapid rates, depending on parameter fits. Indeed, under fully induced immune assumptions, the induced antiviral acquisition rate r estimated for rVSV-MARV infection on PaKiT01 cells was so high that the initial antiviral rate exceeded even that estimated under constitutive assumptions for this cell-virus combination Supplementary file 4 . In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a.",
"In reality, we know that NPC1 receptor incompatibilities make PaKiT01 cell lines constitutively refractory to rVSV-MARV infection Ng and Chandrab, 2018, Unpublished results and that PaKiT01 cells also constitutively express the antiviral cytokine, IFN-a. Model fitting results suggest that this constitutive expression of IFN-a may act more as a rapidly inducible immune response following virus invasion than as a constitutive secretion of functional IFN-a protein. Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 .",
"Nonetheless, as hypothesized, PaKiT01 cell lines were by far the most antiviral of any in our study-with initial antiviral rates estimated several orders of magnitude higher than any others in our study, under either induced or constitutive assumptions Table 1 ; Supplementary file 4 . RoNi/7.1 cells displayed the second-most-pronounced signature of immunity, followed by Vero cells, for which the initial antiviral rate was essentially zero even under forced assumptions of induced or constitutive immunity Table 1 ; Supplementary file 4 . Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 .",
"Using fitted parameters for b and \", we additionally calculated R 0 , the basic reproduction number for the virus, for each cell line-virus-MOI combination Table 1 ; Supplementary file 4 . We found that R 0 was essentially unchanged across differing immune assumptions for RoNi/7.1 and Vero cells, for which the initial antiviral rate was low. In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity.",
"In the case of PaKiT01 cells, a high initial antiviral rate under either induced or constitutive immunity resulted in a correspondingly high estimation of b and, consequently, R 0 which still produced the same epidemic curve that resulted from the much lower estimates for b and R 0 paired with absent immunity. These findings suggest that antiviral immune responses protect host tissues against virus-induced cell mortality and may facilitate the establishment of more rapid within-host transmission rates. Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells.",
"Total monolayer destruction occurred in all cell-virus combinations excepting rVSV-EBOV infections on RoNi/7.1 cells and rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells. Monolayer destruction corresponded to susceptible cell depletion and epidemic turnover where R-effective the product of R 0 and the proportion susceptible was reduced below one Figure 5 . For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series.",
"For rVSV-EBOV infections on RoNi/7.1, induced antiviral cells safeguarded remnant live cells, which birthed new susceptible cells late in the time series. In rVSV-EBOV and rVSV-MARV infections on PaKiT01 cells, this antiviral protection halted the epidemic Figure 5 ; R-effective <1 before susceptibles fully declined. In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence.",
"In the case of rVSV-EBOV on PaKiT01, the birth of new susceptibles from remnant live cells protected by antiviral status maintained late-stage transmission to facilitate long-term epidemic persistence. Importantly, under fixed parameter values for the infection incubation rate s and infectioninduced mortality rate a , models were unable to reproduce the longer-term infectious time series captured in data from rVSV-EBOV infections on PaKiT01 cell lines without incorporation of cell births, an assumption adopted in previous modeling representations of IFN-mediated viral dynamics in tissue culture . .",
". In our experiments, we observed that cellular reproduction took place as plaque assays achieved confluency. Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model.",
"Finally, because the protective effect of antiviral cells is more clearly observable spatially, we confirmed our results by simulating fitted time series in a spatially-explicit, stochastic reconstruction of our mean field model. In spatial simulations, rates of antiviral acquisition were fixed at fitted values for r and \" derived from mean field estimates, while transmission rates b were fixed at values ten times greater than those estimated under mean field conditions, accounting for the intensification of parameter thresholds permitting pathogen invasion in local spatial interactions see Materials and methods; Videos 1-3; Figure 5-figure supplement 3; Supplementary file 5; Webb et al., 2007 . In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer.",
"In immune capable time series, spatial antiviral cells acted as 'refugia' which protected live cells from infection as each initial epidemic wave 'washed' across a cell monolayer. Eventual birth of new susceptibles from these living refugia allowed for sustained epidemic transmission in cases where some infectious cells persisted at later timepoints in simulation Videos 1-3; Figure 5-figure supplement 3 . Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens.",
"Bats are reservoirs for several important emerging zoonoses but appear not to experience disease from otherwise virulent viral pathogens. Though the molecular biological literature has made great progress in elucidating the mechanisms by which bats tolerate viral infections Zhou et al., 2016; Ahn et al., 2019; Xie et al., 2018; Pavlovich et al., 2018; Zhang et al., 2013 , the impact of unique bat immunity on virus dynamics within-host has not been well-elucidated. We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics.",
"We used an innovative combination of in vitro experimentation and within-host modeling to explore the impact of unique bat immunity on virus dynamics. Critically, we found that bat cell lines demonstrated a signature of enhanced interferon-mediated immune response, of either constitutive or induced form, which allowed for establishment of rapid within-host, cell-to-cell virus transmission rates b . These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture.",
"These results were supported by both data-independent bifurcation analysis of our mean field theoretical model, as well as fitting of this model to viral infection time series established in bat cell culture. Additionally, we demonstrated that the antiviral state induced by the interferon pathway protects live cells from mortality in tissue culture, resulting in in vitro epidemics of extended duration that enhance the probability of establishing a long-term persistent infection. Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts.",
"Our findings suggest that viruses evolved in bat reservoirs possessing enhanced IFN capabilities could achieve more rapid within-host transmission rates without causing pathology to their hosts. Such rapidly-reproducing viruses would likely generate extreme virulence upon spillover to hosts lacking similar immune capacities to bats. To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions.",
"To achieve these results, we first developed a novel, within-host, theoretical model elucidating the effects of unique bat immunity, then undertook bifurcation analysis of the model's equilibrium properties under immune absent, induced, and constitutive assumptions. We considered a cell line to be constitutively immune if possessing any number of antiviral cells at disease-free equilibrium but allowed the extent of constitutive immunity to vary across the parameter range for \", the constitutive rate of antiviral acquisition. In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \".",
"In deriving the equation for R 0 , the basic reproduction number, which defines threshold conditions for virus invasion of a tissue R 0 >1 , we demonstrated how the invasion threshold is elevated at high values of constitutive antiviral acquisition, \". Constitutive immune processes can thus prohibit pathogen invasion, while induced responses, by definition, can only control infections post-hoc. Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates.",
"Once thresholds for pathogen invasion have been met, assumptions of constitutive immunity will limit the cellular mortality virulence incurred at high transmission rates. Regardless of mechanism induced or constitutive , interferon-stimulated antiviral cells appear to play a key role in maintaining longer term or persistent infections by safeguarding susceptible cells from rapid infection and concomitant cell death. Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature.",
"Fitting of our model to in vitro data supported expected immune phenotypes for different bat cell lines as described in the literature. Simple target cell models that ignore the effects of immunity best recapitulated infectious time series derived from IFN-deficient Vero cells, while models assuming induced immune processes most accurately reproduced trials derived from RoNi/7.1 Rousettus aegyptiacus cells, which possess a standard virusinduced IFN-response. In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a .",
"In most cases, models assuming constitutive immune processes best recreated virus epidemics produced on PaKiT01 Pteropus alecto cells, which are known to constitutively express the antiviral cytokine, IFN-a . . Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense.",
"Model support for induced immune assumptions in fits to rVSV-MARV infections on PaKiT01 cells suggests that the constitutive IFN-a expression characteristic of P. alecto cells may represent more of a constitutive immune priming process than a perpetual, functional, antiviral defense. Results from mean field model fitting were additionally confirmed in spatially explicit stochastic simulations of each time series. As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems.",
"As previously demonstrated in within-host models for HIV Coffin, 1995; Perelson et al., 1996; Nowak et al., 1995; Bonhoeffer et al., 1997; Ho et al., 1995 , assumptions of simple target-cell depletion can often provide satisfactory approximations of viral dynamics, especially those reproduced in simple in vitro systems. Critically, our model fitting emphasizes the need for incorporation of top-down effects of immune control in order to accurately reproduce infectious time series derived from bat cell tissue cultures, especially those resulting from the robustly antiviral PaKiT01 P. alecto cell line. These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence.",
"These findings indicate that enhanced IFN-mediated immune pathways in bat reservoirs may promote elevated within-host virus replication rates prior to cross-species emergence. We nonetheless acknowledge the limitations imposed by in vitro experiments in tissue culture, especially involving recombinant viruses and immortalized cell lines. Future work should extend these cell culture studies to include measurements of multiple state variables i.e.",
"Future work should extend these cell culture studies to include measurements of multiple state variables i.e. antiviral cells to enhance epidemiological inference. The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease.",
"The continued recurrence of Ebola epidemics across central Africa highlights the importance of understanding bats' roles as reservoirs for virulent zoonotic disease. The past decade has born witness to emerging consensus regarding the unique pathways by which bats resist and tolerate highly virulent infections Brook and Dobson, 2015; Xie et al., 2018; Zhang et al., 2013; Ahn et al., 2019; Zhou et al., 2016; Ng et al., 2015; Pavlovich et al., 2018 . Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive.",
"Nonetheless, an understanding of the mechanisms by which bats support endemic pathogens at the population level, or promote the evolution of virulent pathogens at the individual level, remains elusive. Endemic maintenance of infection is a defining characteristic of a pathogen reservoir . , and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes .",
", and bats appear to merit such a title, supporting long-term persistence of highly transmissible viral infections in isolated island populations well below expected critical community sizes . . Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends .",
"Researchers debate the relative influence of population-level and within-host mechanisms which might explain these trends . , but increasingly, field data are difficult to reconcile without acknowledgement of a role for persistent infections Peel et al., 2018; Brook et al., 2019 . We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes.",
"We present general methods to study cross-scale viral dynamics, which suggest that within-host persistence is supported by robust antiviral responses characteristic of bat immune processes. Viruses which evolve rapid replication rates under these robust antiviral defenses may pose the greatest hazard for cross-species pathogen emergence into spillover hosts with immune systems that differ from those unique to bats. All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto .",
"All experiments were carried out on three immortalized mammalian kidney cell lines: Vero African green monkey , RoNi/7.1 Rousettus aegyptiacus Kühl et al., 2011; Biesold et al., 2011 and PaKiT01 Pteropus alecto . . The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 .",
"The species identifications of all bat cell lines was confirmed morphologically and genetically in the publications in which they were originally described Kühl et al., 2011; Biesold et al., 2011; Crameri et al., 2009 . Vero cells were obtained from ATCC. Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates.",
"Monolayers of each cell line were grown to 90% confluency ~9Â10 5 cells in 6-well plates. Cells were maintained in a humidified 37˚C, 5% CO 2 incubator and cultured in Dulbecco's modified Eagle medium DMEM Life Technologies, Grand Island, NY , supplemented with 2% fetal bovine serum FBS Gemini Bio Products, West Sacramento, CA , and 1% penicillin-streptomycin Life Technologies . Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing.",
"Cells were tested monthly for mycoplasma contamination while experiments were taking place; all cells assayed negative for contamination at every testing. Previous work has demonstrated that all cell lines used are capable of mounting a type I IFN response upon viral challenge, with the exception of Vero cells, which possess an IFN-b deficiency Desmyter et al., 1968; Rhim et al., 1969; Emeny and Morgan, 1979 . RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a .",
"RoNi/7.1 cells have been shown to mount idiosyncratic induced IFN defenses upon viral infection Pavlovich et al., 2018; Kuzmin et al., 2017; Arnold et al., 2018; Kühl et al., 2011; Biesold et al., 2011 , while PaKiT01 cells are known to constitutively express the antiviral cytokine, IFN-a . . This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below.",
"This work is the first documentation of IFN signaling induced upon challenge with the particular recombinant VSVs outlined below. We verified known antiviral immune phenotypes via qPCR. Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells.",
"Results were consistent with the literature, indicating a less pronounced role for interferon defense against viral infection in RoNi/7.1 versus PaKiT01 cells. Replication-capable recombinant vesicular stomatitis Indiana viruses, expressing filovirus glycoproteins in place of wild type G rVSV-G, rVSV-EBOV, and rVSV-MARV have been previously described Wong et al., 2010; Miller et al., 2012 . Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor.",
"Viruses were selected to represent a broad range of anticipated antiviral responses from host cells, based on a range of past evolutionary histories between the virus glycoprotein mediating cell entry and the host cell's entry receptor. These interactions ranged from the total absence of evolutionary history in the case of rVSV-G infections on all cell lines to a known receptor-level cell entry incompatibility in the case of rVSV-MARV infections on PaKiT01 cell lines. To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection.",
"To measure infectivities of rVSVs on each of the cell lines outlined above, so as to calculate the correct viral dose for each MOI, NH 4 Cl 20 mM was added to infected cell cultures at 1-2 hr postinfection to block viral spread, and individual eGFP-positive cells were manually counted at 12-14 hr post-infection. Previously published work indicates that immortalized kidney cell lines of Rousettus aegyptiacus RoNi/7.1 and Pteropus alecto PaKiT01 exhibit different innate antiviral immune phenotypes through, respectively, induced Biesold et al., 2011; Pavlovich et al., 2018; Kühl et al., 2011; Arnold et al., 2018 and constitutive Zhou et al., 2016 expression of type I interferon genes. We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection.",
"We verified these published phenotypes on our own cell lines infected with rVSV-G, rVSV-EBOV, and rVSV-MARV via qPCR of IFN-a and IFN-b genes across a longitudinal time series of infection. Specifically, we carried out multiple time series of infection of each cell line with each of the viruses described above, under mock infection conditions and at MOIs of 0.0001 and 0.001-with the exception of rVSV-MARV on PaKiT01 cell lines, for which infection was only performed at MOI = 0.0001 due to limited viral stocks and the extremely low infectivity of this virus on this cell line thus requiring high viral loads for initial infection . All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time.",
"All experiments were run in duplicate on 6well plates, such that a typical plate for any of the three viruses had two control mock wells, two MOI = 0.0001 wells and two MOI = 0.001 wells, excepting PaKiT01 plates, which had two control and four MOI = 0.0001 wells at a given time. We justify this PaKiT01 exemption through the expectation that IFN-a expression is constitutive for these cells, and by the assumption that any expression exhibited at the lower MOI should also be present at the higher MOI. For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C.",
"For these gene expression time series, four 6-well plates for each cell line-virus combination were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with an agar plaque assay overlay to mimic conditions under which infection trials were run. Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously .",
"Plates were then harvested sequentially at timepoints of roughly 5, 10, 15, and 20 hr post-infection exact timing varied as multiple trials were running simultaneously . Upon harvest of each plate, agar overlay was removed, and virus was lysed and RNA extracted from cells using the Zymo Quick RNA Mini Prep kit, according to the manufacturer's instructions and including the step for cellular DNA digestion. Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions.",
"Post-extraction, RNA quality was verified via nanodrop, and RNA was converted to cDNA using the Invitrogen Superscript III cDNA synthesis kit, according to the manufacturer's instructions. cDNA was then stored at 4˚C and as a frozen stock at À20˚C to await qPCR. We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 .",
"We undertook qPCR of cDNA to assess expression of the type I interferon genes, IFN-a and IFNb, and the housekeeping gene, b-Actin, using primers previously reported in the literature Supplementary file 6 . For qPCR, 2 ml of each cDNA sample was incubated with 7 ml of deionized water, 1 ml of 5 UM forward/reverse primer mix and 10 ml of iTaq Universal SYBR Green, then cycled on a QuantStudio3 Real-Time PCR machine under the following conditions: initial denaturation at 94 C for 2 min followed by 40 cycles of: denaturation at 95˚C 5 s , annealing at 58˚C 15 s , and extension at 72˚C 10 s . We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6.",
"We report simple d-Ct values for each run, with raw Ct of the target gene of interest IFN-a or IFN-b subtracted from raw Ct of the b-Actin housekeeping gene in Figure 1 -figure supplement 6. Calculation of fold change upon viral infection in comparison to mock using the d-d-Ct method Livak and Schmittgen, 2001 was inappropriate in this case, as we wished to demonstrate constitutive expression of IFN-a in PaKiT01 cells, whereby data from mock cells was identical to that produced from infected cells. After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV .",
"After being grown to~90% confluency, cells were incubated with pelleted rVSVs expressing eGFP rVSV-G, rVSV-EBOV, rVSV-MARV . Cell lines were challenged with both a low 0.0001 and high 0.001 multiplicity of infection MOI for each virus. In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k!",
"In a cell monolayer infected at a given MOI m , the proportion of cells P , infected by k viral particles can be described by the Poisson distribution: P k ð Þ ¼ e Àm m k k! , such that the number of initially infected cells in an experiment equals: 1 À e Àm . We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model.",
"We assumed that a~90% confluent culture at each trial's origin was comprised of~9x10 5 cells and conducted all experiments at MOIs of 0.0001 and 0.001, meaning that we began each trial by introducing virus to, respectively,~81 or 810 cells, representing the state variable 'E' in our theoretical model. Low MOIs were selected to best approximate the dynamics of mean field infection and limit artifacts of spatial structuring, such as premature epidemic extinction when growing plaques collide with plate walls in cell culture. Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate.",
"Six-well plates were prepared with each infection in duplicate or triplicate, such that a control well no virus and 2-3 wells each at MOI 0.001 and 0.0001 were incubated simultaneously on the same plate. In total, we ran between 18 and 39 trials at each cell-virus-MOI combination, excepting r-VSV-MARV infections on PaKiT01 cells at MOI = 0.001, for which we ran only eight trials due to the low infectivity of this virus on this cell line, which required high viral loads for initial infection. Cells were incubated with virus for one hour at 37˚C.",
"Cells were incubated with virus for one hour at 37˚C. Following incubation, virus was aspirated off, and cell monolayers were washed in PBS, then covered with a molten viscous overlay 50% 2X MEM/Lglutamine; 5% FBS; 3% HEPES; 42% agarose , cooled for 20 min, and re-incubated in their original humidified 37˚C, 5% CO 2 environment. After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation .",
"After application of the overlay, plates were monitored periodically using an inverted fluorescence microscope until the first signs of GFP expression were witnessed ~6-9.5 hr post-infection, depending on the cell line and virus under investigation . From that time forward, a square subset of the center of each well comprised of either 64-or 36-subframes and corresponding to roughly 60% and 40% of the entire well space was imaged periodically, using a CellInsight CX5 High Content Screening HCS Platform with a 4X air objective ThermoFisher, Inc, Waltham, MA . Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image.",
"Microscope settings were held standard across all trials, with exposure time fixed at 0.0006 s for each image. One color channel was imaged, such that images produced show GFP-expressing cells in white and non-GFP-expressing cells in black Figure 1-figure supplement 1 . Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining.",
"Wells were photographed in rotation, as frequently as possible, from the onset of GFP expression until the time that the majority of cells in the well were surmised to be dead, GFP expression could no longer be detected, or early termination was desired to permit Hoechst staining. In the case of PaKiT01 cells infected with rVSV-EBOV, where an apparently persistent infection established, the assay was terminated after 200+ hours 8+ days of continuous observation. Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform.",
"Upon termination of all trials, cells were fixed in formaldehyde 4% for 15 min , incubated with Hoechst stain 0.0005% for 15 min ThermoFisher, Inc, Waltham, MA , then imaged at 4X on the CellInsight CX5 High Content Screening HCS Platform. The machine was allowed to find optimal focus for each Hoechst stain image. One color channel was permitted such that images produced showed live nuclei in white and dead cells in black.",
"One color channel was permitted such that images produced showed live nuclei in white and dead cells in black. Hoechst stain colors cellular DNA, and viral infection is thought to interfere with the clarity of the stain Dembowski and DeLuca, 2015 . As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e.",
"As such, infection termination, cell fixation, and Hoechst staining enables generation of a rough time series of uninfectious live cells i.e. susceptible + antiviral cells to complement the images which produced time series of proportions infectious. Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e.",
"Due to uncertainty over the exact epidemic state of Hoechst-stained cells i.e. exposed but not yet infectious cells may still stain , we elected to fit our models only to the infectious time series derived from GFPexpressing images and used Hoechst stain images as a post hoc visual check on our fit only Figure 5 ; Figure 5 -figure supplements 1-2 . Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package .",
"Images recovered from the time series above were processed into binary 'infectious' vs. 'non-infectious' or, for Hoechst-stained images, 'live' vs. 'dead' form using the EBImage package . in R version 3.6 for MacIntosh, after methods further detailed in Supplementary file 7. Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts.",
"Binary images were then further processed into time series of infectious or, for Hoechst-stained images, live cells using a series of cell counting scripts. Because of logistical constraints i.e. many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable.",
"many plates of simultaneously running infection trials and only one available imaging microscope , the time course of imaging across the duration of each trial was quite variable. As such, we fitted a series of statistical models to our processed image data to reconstruct reliable values of the infectious proportion of each well per hour for each distinct trial in all cell line-virus-MOI combinations Figure 1 To derive the expression for R 0 , the basic pathogen reproductive number in vitro, we used Next Generation Matrix NGM techniques Diekmann et al., 1990; Heffernan et al., 2005 , employing Wolfram Mathematica version 11.2 as an analytical tool. R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 .",
"R 0 describes the number of new infections generated by an existing infection in a completely susceptible host population; a pathogen will invade a population when R 0 >1 Supplementary file 2 . We then analyzed stability properties of the system, exploring dynamics across a range of parameter spaces, using MatCont version 2.2 . for Matlab version R2018a Supplementary file 3 .",
"for Matlab version R2018a Supplementary file 3 . The birth rate, b, and natural mortality rate, m, balance to yield a population-level growth rate, such that it is impossible to estimate both b and m simultaneously from total population size data alone. As such, we fixed b at.",
"As such, we fixed b at. 025 and estimated m by fitting an infection-absent version of our mean field model to the susceptible time series derived via Hoechst staining of control wells for each of the three cell lines Figure 1-figure supplement 7 . This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 .",
"This yielded a natural mortality rate, m, corresponding to a lifespan of approximately 121, 191, and 84 hours, respectively, for Vero, RoNi/7.1, and PaKiT01 cell lines Figure 1-figure supplement 7 . We then fixed the virus incubation rate, s, as the inverse of the shortest observed duration of time from initial infection to the observation of the first infectious cells via fluorescent microscope for all nine cell line -virus combinations ranging 6 to 9.5 hours . We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics .",
"We fixed a, the infection-induced mortality rate, at 1/6, an accepted standard for general viral kinetics . , and held c, the rate of antiviral cell regression to susceptible status, at 0 for the timespan <200 hours of the experimental cell line infection trials. We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 .",
"We estimated cell line-virus-MOI-specific values for b, r, and \" by fitting the deterministic output of infectious proportions in our mean field model to the full suite of statistical outputs of all trials for each infected cell culture time series Figure 1-figure supplements 2-3 . Fitting was performed by minimizing the sum of squared differences between the deterministic model output and cell linevirus-MOI-specific infectious proportion of the data at each timestep. We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series.",
"We optimized parameters for MOI = 0.001 and 0.0001 simultaneously to leverage statistical power across the two datasets, estimating a different transmission rate, b, for trials run at each infectious dose but, where applicable, estimating the same rates of r and \" across the two time series. We used the differential equation solver lsoda. in the R package deSolve .",
"We used the differential equation solver lsoda. in the R package deSolve . to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim.",
"to obtain numerical solutions for the mean field model and carried out minimization using the 'Nelder-Mead' algorithm of the optim. function in base R. All model fits were conducted using consistent starting guesses for the parameters, b b = 3 , and where applicable, r r = 0.001 and \" \" = 0.001 . In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved.",
"In the case of failed fits or indefinite hessians, we generated a series of random guesses around the starting conditions and continued estimation until successful fits were achieved. All eighteen cell line-virus-MOI combinations of data were fit by an immune absent \" = r = 0 version of the theoretical model and, subsequently, an induced immunity \" = 0; r >0 and constitutive immunity \" >0; r >0 version of the model. Finally, we compared fits across each cell line-virus-MOI combination via AIC.",
"Finally, we compared fits across each cell line-virus-MOI combination via AIC. In calculating AIC, the number of fitted parameters in each model k varied across the immune phenotypes, with one parameter b estimated for absent immune assumptions, two b and r for induced immune assumptions, and three b, r, and \" for constitutive immune assumptions. The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination.",
"The sample size n corresponded to the number of discrete time steps across all empirical infectious trials to which the model was fitted for each cell-line virus combination. All fitting and model comparison scripts are freely available for download at the following FigShare repository: DOI: 10.6084/m9.figshare.8312807. Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series.",
"Finally, we verified all mean field fits in a spatial context, in order to more thoroughly elucidate the role of antiviral cells in each time series. We constructed our spatial model in C++ implemented in R using the packages Rcpp and RcppArmadillo Eddelbuettel and Francois, 2011; Eddelbuettel and Sanderson, 2017 . Following Nagai and Honda .",
"Following Nagai and Honda . and Howat et al. . , we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions.",
", we modeled this system on a two-dimensional hexagonal lattice, using a ten-minute epidemic timestep for cell state transitions. At the initialization of each simulation, we randomly assigned a duration of natural lifespan, incubation period, infectivity period, and time from antiviral to susceptible status to all cells in a theoretical monolayer. Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model.",
"Parameter durations were drawn from a normal distribution centered at the inverse of the respective fixed rates of m, s, a, and c, as reported with our mean field model. Transitions involving the induced r and constitutive \" rates of antiviral acquisition were governed probabilistically and adjusted dynamically at each timestep based on the global environment. As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep.",
"As such, we fixed these parameters at the same values estimated in the mean field model, and multiplied both r and \" by the global proportion of, respectively, exposed and susceptible cells at a given timestep. In contrast to antiviral acquisition rates, transitions involving the birth rate b and the transmission rate b occurred probabilistically based on each cell's local environment. The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell.",
"The birth rate, b, was multiplied by the proportion of susceptible cells within a six-neighbor circumference of a focal dead cell, while b was multiplied by the proportion of infectious cells within a thirty-six neighbor vicinity of a focal susceptible cell, thus allowing viral transmission to extend beyond the immediate nearestneighbor boundaries of an infectious cell. To compensate for higher thresholds to cellular persistence and virus invasion which occur under local spatial conditions . , we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 .",
", we increased the birth rate, b, and the cell-to-cell transmission rate, b, respectively, to six and ten times the values used in the mean field model Supplementary file 4 . We derived these increases based on the assumption that births took place exclusively based on pairwise nearest-neighbor interactions the six immediately adjacent cells to a focal dead cell , while viral transmission was locally concentrated but included a small 7.5% global contribution, representing the thirty-six cell surrounding vicinity of a focal susceptible. We justify these increases and derive their origins further in Supplementary file 5.",
"We justify these increases and derive their origins further in Supplementary file 5. We simulated ten stochastic spatial time series for all cell-virus combinations under all three immune assumptions at a population size of 10,000 cells and compared model output with data in . Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files.",
"Transparent reporting form Data availability All data generated or analysed during this study are included in the manuscript and supporting files. All images and code used in this study have been made available for download at the following Figshare"
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